The muHVT package is a collection of R functions to facilitate building topology preserving maps for rich multivariate data analysis. Tending towards a big data preponderance, a large number of rows. A collection of R functions for this typical workflow is organized below:
Data Compression: Vector quantization (VQ), HVQ (hierarchical vector quantization) using means or medians. This step compresses the rows (long data frame) using a compression objective.
Data Projection: Dimension projection of the compressed cells to 1D,2D or 3D with the Sammons Non-linear Algorithm. This step creates topology preserving map (also called as embedding) coordinates into the desired output dimension.
Tessellation: Create cells required for object visualization using the Voronoi Tessellation method, package includes heatmap plots for hierarchical Voronoi tessellations (HVT). This step enables data insights, visualization, and interaction with the topology preserving map. Useful for semi-supervised tasks.
Prediction: Scoring new data sets and recording their assignment using the map objects from the above steps, in a sequence of maps if required.
Data Understanding
In this vignette, we will use the
Prices of Personal Computers dataset. This
dataset contains 6259 observations and 6 features. The dataset observes
the price from 1993 to 1995 of 486 personal computers in the US. The
variables are price, speed, hd, ram, screen and ads.
Here, we load the data and store into a variable
computers.
set.seed(240)
# Load data from csv files
computers <- read.csv("https://raw.githubusercontent.com/Mu-Sigma/muHVT/master/vignettes/sample_dataset/Computers.csv")Raw Personal Computers Dataset
The Computers dataset includes the following columns:
Let’s explore the Personal Computers Dataset containing (6259 points). For the shake of brevity we are displaying first six rows.
Table(head(computers), scroll = T, limit = 20)| X | price | speed | hd | ram | screen | cd | multi | premium | ads | trend |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1499 | 25 | 80 | 4 | 14 | no | no | yes | 94 | 1 |
| 2 | 1795 | 33 | 85 | 2 | 14 | no | no | yes | 94 | 1 |
| 3 | 1595 | 25 | 170 | 4 | 15 | no | no | yes | 94 | 1 |
| 4 | 1849 | 25 | 170 | 8 | 14 | no | no | no | 94 | 1 |
| 5 | 3295 | 33 | 340 | 16 | 14 | no | no | yes | 94 | 1 |
| 6 | 3695 | 66 | 340 | 16 | 14 | no | no | yes | 94 | 1 |
Now, let us check the structure of the data and analyse its summary.
str(computers)
#> 'data.frame': 6259 obs. of 11 variables:
#> $ X : int 1 2 3 4 5 6 7 8 9 10 ...
#> $ price : int 1499 1795 1595 1849 3295 3695 1720 1995 2225 2575 ...
#> $ speed : int 25 33 25 25 33 66 25 50 50 50 ...
#> $ hd : int 80 85 170 170 340 340 170 85 210 210 ...
#> $ ram : int 4 2 4 8 16 16 4 2 8 4 ...
#> $ screen : int 14 14 15 14 14 14 14 14 14 15 ...
#> $ cd : chr "no" "no" "no" "no" ...
#> $ multi : chr "no" "no" "no" "no" ...
#> $ premium: chr "yes" "yes" "yes" "no" ...
#> $ ads : int 94 94 94 94 94 94 94 94 94 94 ...
#> $ trend : int 1 1 1 1 1 1 1 1 1 1 ...summary(computers)
#> X price speed hd
#> Min. : 1 Min. : 949 Min. : 25.00 Min. : 80.0
#> 1st Qu.:1566 1st Qu.:1794 1st Qu.: 33.00 1st Qu.: 214.0
#> Median :3130 Median :2144 Median : 50.00 Median : 340.0
#> Mean :3130 Mean :2220 Mean : 52.01 Mean : 416.6
#> 3rd Qu.:4694 3rd Qu.:2595 3rd Qu.: 66.00 3rd Qu.: 528.0
#> Max. :6259 Max. :5399 Max. :100.00 Max. :2100.0
#> ram screen cd multi
#> Min. : 2.000 Min. :14.00 Length:6259 Length:6259
#> 1st Qu.: 4.000 1st Qu.:14.00 Class :character Class :character
#> Median : 8.000 Median :14.00 Mode :character Mode :character
#> Mean : 8.287 Mean :14.61
#> 3rd Qu.: 8.000 3rd Qu.:15.00
#> Max. :32.000 Max. :17.00
#> premium ads trend
#> Length:6259 Min. : 39.0 Min. : 1.00
#> Class :character 1st Qu.:162.5 1st Qu.:10.00
#> Mode :character Median :246.0 Median :16.00
#> Mean :221.3 Mean :15.93
#> 3rd Qu.:275.0 3rd Qu.:21.50
#> Max. :339.0 Max. :35.00Let us first split the data into train and test. We will randomly select 80% of the data for training and remaining as testing.
num_rows <- nrow(computers)
set.seed(123)
train_indices <- sample(1:num_rows, 0.8 * num_rows)
trainComputers <- computers[train_indices, ]
testComputers <- computers[-train_indices, ]K-means is not suitable for factor variables as the sample space for factor variables is discrete. A Euclidean distance function on such a space isn’t really meaningful. Hence, we will delete the factor variables(X, cd, multi, premium, trend) in our dataset.
trainComputers <-
trainComputers %>% dplyr::select(-c(X, cd, multi, premium, trend))
testComputers <-
testComputers %>% dplyr::select(-c(X, cd, multi, premium, trend))Raw Training Dataset
Now, lets have a look at the randomly selected raw training dataset containing (5007 data points). For the sake of brevity we are displaying first six rows.
trainComputers_data <- trainComputers %>% as.data.frame() %>% round(4)
trainComputers_data$Row.No <- as.numeric(row.names(trainComputers_data))
trainComputers_data <- trainComputers_data %>% dplyr::select(Row.No,price,speed,hd,ram,screen,ads)
row.names(trainComputers_data) <- NULL
Table(head(trainComputers_data))| Row.No | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|
| 2463 | 2799 | 50 | 230 | 8 | 15 | 216 |
| 2511 | 2197 | 33 | 270 | 4 | 14 | 216 |
| 2227 | 2744 | 50 | 340 | 8 | 17 | 275 |
| 526 | 2999 | 66 | 245 | 16 | 15 | 139 |
| 4291 | 1974 | 33 | 200 | 4 | 14 | 248 |
| 2986 | 2490 | 33 | 528 | 16 | 14 | 267 |
Raw Testing Dataset
Now, lets have a look at the randomly selected raw testing dataset containing (1252 data points). For the sake of brevity we are displaying first six rows.
#testComputers <- scale(testComputers, center = scale_attr$`scaled:center`, scale = scale_attr$`scaled:scale`)
testComputers_data <- testComputers %>% as.data.frame() %>% round(4)
testComputers_data$Row.No <- as.numeric(row.names(testComputers_data))
testComputers_data <- testComputers_data %>% dplyr::select(Row.No,price,speed,hd,ram,screen,ads)
rownames(testComputers_data) <- NULL
Table(head(testComputers_data))| Row.No | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|
| 3 | 1595 | 25 | 170 | 4 | 15 | 94 |
| 4 | 1849 | 25 | 170 | 8 | 14 | 94 |
| 7 | 1720 | 25 | 170 | 4 | 14 | 94 |
| 10 | 2575 | 50 | 210 | 4 | 15 | 94 |
| 11 | 2195 | 33 | 170 | 8 | 15 | 94 |
| 14 | 2295 | 25 | 245 | 8 | 14 | 94 |
Let us try to visualize the compressed Map A from the flow diagram below.
Figure 1: Flow map with highlighted bounding box in red around compressed map A
This package can perform vector quantization using the following algorithms -
For more information on vector quantization, refer the following link.
The HVT function constructs highly compressed hierarchical Voronoi tessellations. The raw data is first scaled and this scaled data is supplied as input to the vector quantization algorithm. The vector quantization algorithm compresses the dataset until a user-defined compression percentage/rate is achieved using a parameter called quantization error which acts as a threshold and determines the compression percentage. It means that for a given user-defined compression percentage we get the ‘n’ number of cells, then all of these cells formed will have a quantization error less than the threshold quantization error.
Let’s try to comprehend the HVT function first before moving ahead.
HVT(
dataset,
min_compression_perc,
n_cells,
depth,
quant.err,
distance_metric = c("L1_Norm", "L2_Norm"),
error_metric = c("mean", "max"),
quant_method = c("kmeans", "kmedoids"),
normalize = TRUE,
diagnose = FALSE,
hvt_validation = FALSE,
train_validation_split_ratio = 0.8
)Each of the parameters have been explained below :
dataset - A dataframe with numeric
columns. This is the input dataset on which the compression algorithm
will be applied.
min_compression_perc - An integer
indicating the minimum percent compression rate to be achieved for the
dataset. The algorithm aims to compress the dataset while maintaining at
least this specified compression percentage.
n_cells - An integer indicating the
number of cells per hierarchy (level). This parameter determines the
granularity or level of detail in the hierarchical vector
quantization.
depth - An integer indicating the
number of levels in the hierarchy. A depth of 1 means no hierarchy
(single level), while higher values indicate multiple levels of
hierarchy.
quant.error - A number indicating
the quantization error threshold. A cell will only breakdown. into
further cells if the quantization error of the cell is above the defined
quantization error threshold.
projection.scale - A number
indicating the scale factor for the tesselations so as to visualize the
sub-tesselations. It helps in adjusting the visual representation of the
hierarchy to make the sub-tesselations more visible.
scale_summary - A list with mean
and standard deviation values for all the features in the dataset. Pass
the scale summary when the input dataset is already scaled or normalize
is set to False.
distance_metric - The distance
metric can be L1_Norm or L2_Norm.
L1_Norm is selected by default. The distance metric is used
to calculate the distance between an n dimensional point
and centroid. The user can also pass a custom function to calculate this
distance.
error_metric - The error metric can
be mean or max. max is selected
by default. max will return the max of m
values and mean will take mean of m values
where each value is a distance between a point and centroid of the cell.
Moreover, the user can also pass a custom function to calculate the
error metric.
quant_method - The quantization
method can be kmeans or kmedoids.
kmeans is selected by default.
normalize - A logical value
indicating whether the columns in your dataset need to be normalized.
Default value is TRUE. The algorithm supports Z-score
normalization.
diagnose - A logical value
indicating whether user wants to perform diagnostics on the model.
Default value is TRUE.
hvt_validation - A logical value
indicating whether user wants to holdout a validation set and find mean
absolute deviation of the validation points from the centroid. Default
value is FALSE.
train_validation_split_ratio - A
numeric value indicating train validation split ratio. This argument is
only used when hvt_validation has been set to TRUE. Default value for
the argument is 0.8.
We will use the HVT function to compress our data while
preserving essential features of the dataset. Our goal is to achieve
data compression upto atleast 80%. In situations where the
compression ratio does not meet the desired target, we can explore
adjusting the model parameters as a potential solution. This involves
making modifications to parameters such as the
quantization error threshold or
increasing the number of cells and then rerunning the HVT
function again.
In our example we will iteratively increase the number of cells until the desired compression percentage is reached instead of increasing the quantization threshold because it may reduce the level of detail captured in the data representation
First, we will construct map A by using
the below mentioned model parameters.
We will pass the below mentioned model parameters along with training
dataset (containing 5007 data poits) to HVT function.
Model Parameters
set.seed(240)
map_A <- list()
map_A <- muHVT::HVT(
trainComputers,
n_cells = 200,
depth = 1,
quant.err = 0.2,
projection.scale = 10,
normalize = T,
distance_metric = "L1_Norm",
error_metric = "max",
quant_method = "kmeans"
)Let’s checkout the compression summary with n_cells set to 200.
compressionSummaryTable(map_A[[3]]$compression_summary)| segmentLevel | noOfCells | noOfCellsBelowQuantizationError | percentOfCellsBelowQuantizationErrorThreshold | parameters |
|---|---|---|---|---|
| 1 | 200 | 83 | 0.42 | n_cells: 200 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
As it can be seen from the table above, 42% of cells have reached the quantization threshold error. Therefore we can further subdivide the cells by increasing the n_cells parameters and then see if desired compression (80%) is reached
Since, we are yet to achive atleast 80% compression. Let’s try to compress again using the below mentioned set of model parameters and the Computers training dataset (containing 5007 data points) .
Model Parameters
map_A <- list()
map_A <-muHVT::HVT(trainComputers,
n_cells = 440,
quant.err = 0.2,
depth = 1,
distance_metric = "L1_Norm",
error_metric = "max",
quant_method = "kmeans",
normalize = T)As per the manual, map_A[[3]] gives us
detailed information about the hierarchical vector quantized data.
map_A[[3]][['summary']] gives a nice
tabular data containing no of points, Quantization Error and the
codebook.
The datatable displayed below is the summary from map A showing Cell.ID, Centroids and Quantization Error for each of the 440 cells.
summaryTable(map_A[[3]]$summary,scroll = T,limit = 500)| Segment.Level | Segment.Parent | Segment.Child | n | Cell.ID | Quant.Error | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 7 | 46 | 0.08 | -0.76 | -0.89 | -0.88 | -0.76 | -0.67 | 1.57 |
| 1 | 1 | 2 | 10 | 108 | 0.08 | -0.80 | -0.89 | -0.16 | -0.76 | -0.67 | 0.67 |
| 1 | 1 | 3 | 15 | 223 | 0.12 | 0.37 | -0.89 | -0.72 | -0.05 | 0.43 | -1.65 |
| 1 | 1 | 4 | 11 | 54 | 0.07 | -1.50 | -0.89 | -0.75 | -0.76 | -0.67 | 0.62 |
| 1 | 1 | 5 | 8 | 146 | 0.13 | -0.31 | 0.68 | -0.95 | -0.89 | -0.67 | -0.14 |
| 1 | 1 | 6 | 11 | 150 | 0.16 | -0.66 | 0.68 | -0.78 | -0.79 | -0.67 | -0.73 |
| 1 | 1 | 7 | 11 | 170 | 0.1 | 0.03 | -1.24 | -0.13 | -0.05 | -0.67 | 0.38 |
| 1 | 1 | 8 | 8 | 334 | 0.15 | 0.62 | 2.30 | 0.08 | -0.05 | 0.43 | 0.04 |
| 1 | 1 | 9 | 8 | 114 | 0.07 | -0.16 | 0.68 | -1.19 | -1.11 | -0.67 | 0.87 |
| 1 | 1 | 10 | 7 | 248 | 0.17 | 0.51 | -0.08 | 0.34 | -0.05 | -0.67 | -0.30 |
| 1 | 1 | 11 | 9 | 140 | 0.12 | -0.01 | 0.68 | -1.15 | -1.00 | -0.67 | 0.33 |
| 1 | 1 | 12 | 7 | 219 | 0.14 | -1.36 | 0.24 | 0.46 | -0.05 | -0.67 | -0.74 |
| 1 | 1 | 13 | 9 | 271 | 0.05 | -1.08 | 0.68 | 0.49 | -0.05 | 0.43 | -0.84 |
| 1 | 1 | 14 | 19 | 109 | 0.06 | -0.31 | -0.89 | -0.74 | -0.76 | -0.67 | 0.38 |
| 1 | 1 | 15 | 6 | 176 | 0.08 | -0.72 | -0.89 | -0.07 | -0.05 | 0.43 | 0.72 |
| 1 | 1 | 16 | 17 | 332 | 0.14 | 0.42 | 2.30 | 0.10 | -0.05 | 0.43 | 1.50 |
| 1 | 1 | 17 | 12 | 18 | 0.05 | -1.21 | -1.27 | -1.19 | -1.11 | -0.67 | 0.97 |
| 1 | 1 | 18 | 19 | 149 | 0.16 | -0.68 | -0.08 | -0.46 | -0.76 | 0.43 | 0.79 |
| 1 | 1 | 19 | 17 | 428 | 0.35 | 0.18 | 2.30 | 2.53 | 1.37 | 0.43 | -2.22 |
| 1 | 1 | 20 | 20 | 320 | 0.36 | 0.82 | -0.16 | -0.09 | -0.12 | 2.64 | 0.71 |
| 1 | 1 | 21 | 3 | 305 | 0.18 | 2.27 | -0.35 | -0.01 | -0.05 | -0.67 | -1.32 |
| 1 | 1 | 22 | 7 | 227 | 0.1 | -0.51 | -0.89 | 0.45 | -0.05 | 0.43 | -0.47 |
| 1 | 1 | 23 | 10 | 178 | 0.12 | 0.00 | 0.68 | -0.86 | -0.76 | -0.67 | -0.90 |
| 1 | 1 | 24 | 9 | 365 | 0.1 | 0.68 | -0.08 | 1.20 | 1.37 | 0.43 | -0.36 |
| 1 | 1 | 25 | 5 | 14 | 0.11 | -1.99 | -0.89 | -0.96 | -1.11 | -0.67 | 0.18 |
| 1 | 1 | 26 | 3 | 411 | 0.05 | 1.25 | -0.89 | 2.29 | 2.79 | 0.43 | 0.57 |
| 1 | 1 | 27 | 18 | 122 | 0.15 | -0.18 | -0.98 | -0.85 | -0.76 | 0.43 | 0.68 |
| 1 | 1 | 28 | 15 | 189 | 0.11 | 0.40 | -0.92 | 0.03 | -0.05 | -0.67 | 0.87 |
| 1 | 1 | 29 | 11 | 107 | 0.11 | -0.49 | -0.96 | -0.88 | -0.76 | -0.67 | -0.64 |
| 1 | 1 | 30 | 7 | 423 | 0.47 | 3.55 | 0.12 | 2.51 | 1.37 | -0.67 | 0.44 |
| 1 | 1 | 31 | 14 | 90 | 0.05 | -0.63 | -0.89 | -0.79 | -0.76 | -0.67 | 0.58 |
| 1 | 1 | 32 | 22 | 430 | 0.24 | 0.63 | 0.75 | 3.07 | 2.79 | 0.43 | -2.27 |
| 1 | 1 | 33 | 5 | 390 | 0.3 | 1.37 | -0.89 | 3.73 | -0.19 | -0.45 | 0.70 |
| 1 | 1 | 34 | 25 | 101 | 0.18 | -0.85 | -0.97 | -0.71 | -0.76 | 0.43 | 0.84 |
| 1 | 1 | 35 | 11 | 425 | 0.07 | 0.15 | 2.30 | 1.70 | 1.37 | 0.43 | -2.39 |
| 1 | 1 | 36 | 10 | 358 | 0.05 | 0.24 | -0.89 | 1.20 | 1.37 | 0.43 | -0.84 |
| 1 | 1 | 37 | 16 | 166 | 0.11 | 0.03 | 0.68 | -1.08 | -0.78 | -0.67 | -1.65 |
| 1 | 1 | 38 | 13 | 45 | 0.05 | -0.91 | -0.89 | -1.19 | -1.11 | -0.67 | 0.42 |
| 1 | 1 | 39 | 8 | 383 | 0.12 | 1.15 | 2.30 | 0.45 | 1.37 | -0.67 | -0.16 |
| 1 | 1 | 40 | 5 | 9 | 0.07 | -1.24 | -0.97 | -1.19 | -1.11 | -0.67 | 1.57 |
| 1 | 1 | 41 | 11 | 419 | 0.06 | 1.41 | -0.89 | 2.29 | 2.79 | 0.43 | -0.82 |
| 1 | 1 | 42 | 8 | 242 | 0.14 | -0.81 | -0.08 | 0.30 | -0.05 | 0.43 | -0.65 |
| 1 | 1 | 43 | 13 | 179 | 0.09 | 0.41 | 0.68 | -0.76 | -0.76 | -0.67 | 0.40 |
| 1 | 1 | 44 | 5 | 375 | 0.04 | 0.06 | -0.08 | 1.70 | 1.37 | 0.43 | -0.79 |
| 1 | 1 | 45 | 20 | 129 | 0.14 | -1.15 | 0.68 | -0.79 | -0.76 | -0.67 | -0.40 |
| 1 | 1 | 46 | 10 | 292 | 0.22 | 0.86 | 0.68 | -0.65 | -0.12 | 0.43 | -1.41 |
| 1 | 1 | 47 | 5 | 79 | 0.12 | -0.89 | -1.04 | -0.94 | -0.05 | -0.67 | 1.02 |
| 1 | 1 | 48 | 23 | 246 | 0.11 | -0.42 | 0.68 | 0.46 | -0.05 | -0.67 | -0.63 |
| 1 | 1 | 49 | 8 | 207 | 0.25 | 0.74 | -0.89 | -0.40 | -0.40 | 0.43 | 0.52 |
| 1 | 1 | 50 | 11 | 27 | 0.06 | -1.06 | -1.27 | -1.19 | -1.11 | -0.67 | 0.43 |
| 1 | 1 | 51 | 8 | 51 | 0.11 | -1.23 | -0.08 | -1.05 | -0.85 | -0.67 | 0.94 |
| 1 | 1 | 52 | 19 | 288 | 0.09 | 0.81 | -0.89 | 0.45 | 1.37 | -0.67 | 0.88 |
| 1 | 1 | 53 | 7 | 154 | 0.1 | -0.62 | 0.68 | -0.15 | -0.76 | -0.67 | 0.84 |
| 1 | 1 | 54 | 10 | 261 | 0.15 | 0.61 | -0.08 | -0.67 | -0.05 | 0.43 | -1.40 |
| 1 | 1 | 55 | 10 | 195 | 0.15 | 0.18 | 0.77 | -0.09 | -0.76 | -0.67 | 0.83 |
| 1 | 1 | 56 | 14 | 250 | 0.09 | 0.52 | 0.68 | -0.69 | -0.05 | -0.67 | -1.61 |
| 1 | 1 | 57 | 20 | 331 | 0.2 | -0.63 | 0.68 | 0.30 | -0.76 | 2.64 | -0.95 |
| 1 | 1 | 58 | 9 | 379 | 0.15 | 1.33 | -0.08 | -0.65 | -0.29 | 2.64 | -1.52 |
| 1 | 1 | 59 | 14 | 11 | 0.21 | -0.28 | -1.05 | -0.79 | -0.76 | 2.64 | 0.53 |
| 1 | 1 | 60 | 29 | 359 | 0.13 | 1.36 | 0.68 | 0.18 | 1.37 | 0.43 | 0.77 |
| 1 | 1 | 61 | 6 | 337 | 0.1 | 2.46 | 0.68 | 0.21 | -0.05 | -0.67 | -0.87 |
| 1 | 1 | 62 | 6 | 1 | 0.17 | -0.17 | -1.21 | -1.02 | -0.76 | 2.64 | 1.32 |
| 1 | 1 | 63 | 28 | 243 | 0.33 | -0.33 | 2.30 | -0.23 | -0.46 | -0.67 | -0.88 |
| 1 | 1 | 64 | 8 | 274 | 0.07 | 0.41 | -1.27 | 0.45 | 1.37 | -0.67 | 0.68 |
| 1 | 1 | 65 | 13 | 362 | 0.14 | 1.07 | 0.75 | 0.35 | 1.37 | 0.43 | 1.34 |
| 1 | 1 | 66 | 10 | 143 | 0.07 | -0.34 | -0.89 | -0.80 | -0.05 | -0.67 | -1.66 |
| 1 | 1 | 67 | 4 | 265 | 0.05 | -0.55 | 0.68 | 1.23 | -0.05 | -0.67 | -0.69 |
| 1 | 1 | 68 | 11 | 13 | 0.15 | -0.83 | -0.89 | -0.25 | -0.76 | 2.64 | -0.33 |
| 1 | 1 | 69 | 8 | 298 | 0.17 | -0.62 | 0.20 | 2.29 | -0.05 | -0.67 | -0.95 |
| 1 | 1 | 70 | 4 | 335 | 0.06 | 1.34 | -0.08 | 0.45 | 1.37 | -0.67 | -0.08 |
| 1 | 1 | 71 | 20 | 204 | 0.16 | 0.09 | -0.08 | 0.02 | -0.05 | -0.67 | 0.86 |
| 1 | 1 | 72 | 10 | 42 | 0.06 | -1.49 | -0.89 | -0.75 | -0.76 | -0.67 | 1.04 |
| 1 | 1 | 73 | 1 | 429 | 0 | 3.08 | 0.68 | 0.04 | 4.20 | 0.43 | 0.71 |
| 1 | 1 | 74 | 14 | 186 | 0.14 | -0.79 | -0.89 | 0.45 | -0.05 | -0.67 | -0.68 |
| 1 | 1 | 75 | 4 | 410 | 0.37 | 2.27 | 0.68 | 3.73 | -0.23 | -0.40 | 0.68 |
| 1 | 1 | 76 | 9 | 163 | 0.16 | 1.05 | -0.89 | -0.41 | -0.60 | -0.67 | 0.61 |
| 1 | 1 | 77 | 10 | 400 | 0.07 | -0.03 | 0.68 | 1.70 | 1.37 | 0.43 | -2.38 |
| 1 | 1 | 78 | 6 | 275 | 0.18 | 1.14 | 0.68 | 0.13 | -0.05 | -0.67 | -0.18 |
| 1 | 1 | 79 | 25 | 241 | 0.16 | -0.88 | 0.68 | 0.40 | -0.05 | -0.67 | -1.06 |
| 1 | 1 | 80 | 6 | 245 | 0.14 | -1.22 | 0.68 | -0.30 | -0.05 | 0.43 | -0.91 |
| 1 | 1 | 81 | 21 | 120 | 0.16 | -0.46 | -0.08 | -0.82 | -0.62 | -0.67 | 0.70 |
| 1 | 1 | 82 | 11 | 40 | 0.18 | -0.93 | -0.99 | -1.19 | -1.11 | 0.43 | 0.37 |
| 1 | 1 | 83 | 9 | 342 | 0.28 | 1.16 | 0.43 | -0.52 | -0.68 | 2.64 | 1.12 |
| 1 | 1 | 84 | 8 | 286 | 0.05 | -0.72 | 1.11 | 0.50 | -0.05 | 0.43 | -0.83 |
| 1 | 1 | 85 | 8 | 33 | 0.1 | -1.06 | -0.89 | -1.18 | -1.02 | -0.67 | -0.99 |
| 1 | 1 | 86 | 5 | 282 | 0.23 | -1.50 | 0.53 | 0.19 | -0.48 | 0.43 | -2.16 |
| 1 | 1 | 87 | 17 | 137 | 0.07 | -0.31 | 0.68 | -0.78 | -0.76 | -0.67 | 0.96 |
| 1 | 1 | 88 | 19 | 168 | 0.07 | -0.08 | -0.89 | 0.05 | -0.05 | -0.67 | 1.04 |
| 1 | 1 | 89 | 7 | 291 | 0.05 | 1.10 | -0.89 | 0.15 | 1.37 | -0.67 | 0.36 |
| 1 | 1 | 90 | 6 | 24 | 0.19 | -0.97 | -1.02 | -1.07 | -0.94 | 0.43 | -1.40 |
| 1 | 1 | 91 | 4 | 434 | 0.59 | 4.07 | 1.49 | 1.29 | 0.30 | 2.64 | 0.07 |
| 1 | 1 | 92 | 19 | 409 | 0.65 | 0.92 | 0.42 | 1.41 | 1.37 | 2.64 | -0.60 |
| 1 | 1 | 93 | 9 | 393 | 0.46 | 2.04 | 2.30 | 0.91 | -0.05 | -0.31 | -0.34 |
| 1 | 1 | 94 | 8 | 22 | 0.08 | -1.66 | -1.27 | -0.84 | -0.76 | -0.67 | 0.84 |
| 1 | 1 | 95 | 23 | 158 | 0.22 | -1.41 | 0.68 | -0.20 | -0.70 | -0.67 | -1.05 |
| 1 | 1 | 96 | 11 | 330 | 0.22 | 1.55 | 0.68 | -0.45 | -0.31 | 0.43 | -1.59 |
| 1 | 1 | 97 | 6 | 145 | 0.17 | 0.49 | -0.89 | -0.64 | -0.76 | -0.67 | -0.17 |
| 1 | 1 | 98 | 12 | 121 | 0.15 | 0.21 | -0.89 | -0.80 | -0.76 | -0.67 | -1.70 |
| 1 | 1 | 99 | 14 | 329 | 0.24 | 2.06 | 0.63 | 0.31 | -0.25 | 0.43 | 0.99 |
| 1 | 1 | 100 | 16 | 299 | 0.05 | 1.21 | -0.89 | 0.46 | 1.37 | -0.67 | 0.86 |
| 1 | 1 | 101 | 5 | 328 | 0.1 | -0.87 | 1.11 | 1.33 | -0.05 | 0.43 | -1.13 |
| 1 | 1 | 102 | 10 | 278 | 0.1 | 0.33 | -0.93 | 0.45 | 1.37 | -0.67 | 0.02 |
| 1 | 1 | 103 | 5 | 102 | 0.1 | -1.05 | 0.68 | -0.76 | -0.76 | -0.67 | 1.27 |
| 1 | 1 | 104 | 12 | 25 | 0.08 | -1.25 | -1.05 | -0.78 | -0.76 | -0.67 | 1.57 |
| 1 | 1 | 105 | 9 | 385 | 0.25 | 2.05 | 0.34 | -0.21 | -0.05 | 2.64 | 1.12 |
| 1 | 1 | 106 | 10 | 231 | 0.18 | -0.02 | -0.08 | 0.02 | -0.05 | 0.43 | 1.29 |
| 1 | 1 | 107 | 5 | 193 | 0.14 | -0.66 | -0.08 | -0.33 | -0.05 | -0.67 | -1.01 |
| 1 | 1 | 108 | 4 | 418 | 0.06 | -0.03 | 0.68 | 3.07 | 1.37 | 0.43 | -2.25 |
| 1 | 1 | 109 | 4 | 306 | 0.16 | 1.83 | 0.68 | -0.59 | -0.05 | -0.67 | -1.57 |
| 1 | 1 | 110 | 5 | 378 | 0.15 | 1.09 | 0.68 | 1.20 | 1.37 | 0.43 | -0.11 |
| 1 | 1 | 111 | 2 | 308 | 0.07 | -0.55 | 0.68 | 0.26 | 1.37 | -0.67 | -1.25 |
| 1 | 1 | 112 | 18 | 239 | 0.15 | 0.44 | 0.75 | 0.08 | -0.05 | -0.67 | 1.05 |
| 1 | 1 | 113 | 11 | 62 | 0.06 | -1.14 | -0.89 | -0.81 | -0.76 | -0.67 | 0.73 |
| 1 | 1 | 114 | 5 | 169 | 0.07 | -0.26 | -0.89 | 0.47 | -0.05 | -0.67 | 1.40 |
| 1 | 1 | 115 | 18 | 415 | 0.11 | 0.74 | -0.08 | 2.29 | 2.79 | 0.43 | -0.93 |
| 1 | 1 | 116 | 5 | 97 | 0.13 | 0.23 | -1.19 | -1.05 | -0.76 | -0.67 | 0.77 |
| 1 | 1 | 117 | 24 | 19 | 0.22 | -0.06 | 2.30 | -0.89 | -0.89 | -0.67 | 1.18 |
| 1 | 1 | 118 | 9 | 184 | 0.17 | -0.98 | 0.34 | -0.29 | -0.05 | -0.67 | -0.08 |
| 1 | 1 | 119 | 11 | 43 | 0.12 | -0.82 | -0.89 | -1.04 | -0.79 | -0.67 | -1.65 |
| 1 | 1 | 120 | 9 | 257 | 0.29 | 2.17 | -0.62 | 0.10 | -0.05 | -0.55 | 0.65 |
| 1 | 1 | 121 | 27 | 155 | 0.18 | 0.15 | 0.68 | -0.84 | -0.76 | -0.67 | 0.81 |
| 1 | 1 | 122 | 20 | 215 | 0.11 | 0.33 | -0.08 | -0.69 | -0.05 | -0.67 | -1.64 |
| 1 | 1 | 123 | 14 | 348 | 0.24 | 0.61 | 0.74 | 0.37 | 1.37 | 0.43 | 0.25 |
| 1 | 1 | 124 | 13 | 162 | 0.12 | 0.01 | -1.01 | -0.67 | -0.05 | -0.67 | -1.57 |
| 1 | 1 | 125 | 7 | 366 | 0.22 | 1.62 | 0.35 | -0.29 | 1.37 | -0.67 | -1.65 |
| 1 | 1 | 126 | 9 | 77 | 0.02 | -0.88 | -0.89 | -0.78 | -0.76 | -0.67 | 0.66 |
| 1 | 1 | 127 | 25 | 253 | 0.14 | 0.70 | 0.68 | 0.16 | -0.05 | -0.67 | 0.61 |
| 1 | 1 | 128 | 9 | 84 | 0.09 | -0.27 | -1.27 | -0.81 | -0.76 | -0.67 | 0.81 |
| 1 | 1 | 129 | 3 | 398 | 0.04 | -0.03 | -0.08 | 2.29 | 1.37 | 0.43 | -1.98 |
| 1 | 1 | 130 | 9 | 412 | 0.05 | 0.90 | -0.89 | 2.29 | 2.79 | 0.43 | -0.48 |
| 1 | 1 | 131 | 8 | 309 | 0.06 | 1.43 | -0.89 | 0.41 | 1.37 | -0.67 | 0.46 |
| 1 | 1 | 132 | 8 | 267 | 0.08 | 0.10 | 0.68 | 0.37 | -0.05 | 0.43 | 1.57 |
| 1 | 1 | 133 | 16 | 252 | 0.22 | 0.94 | -0.08 | -0.40 | -0.14 | 0.43 | 0.43 |
| 1 | 1 | 134 | 15 | 119 | 0.13 | -0.60 | -0.99 | -0.75 | -0.76 | 0.43 | 0.24 |
| 1 | 1 | 135 | 13 | 48 | 0.09 | -0.66 | -0.92 | -1.19 | -1.11 | -0.67 | 0.82 |
| 1 | 1 | 136 | 9 | 326 | 0.11 | 1.45 | -0.08 | 0.32 | 1.37 | -0.67 | 0.38 |
| 1 | 1 | 137 | 11 | 386 | 0.22 | 1.37 | 0.68 | -0.66 | -0.18 | 2.64 | -1.36 |
| 1 | 1 | 138 | 20 | 255 | 0.15 | 0.43 | -0.89 | -0.34 | -0.05 | 2.64 | 0.68 |
| 1 | 1 | 139 | 8 | 161 | 0.14 | -0.68 | -0.94 | -0.08 | -0.05 | 0.43 | 1.41 |
| 1 | 1 | 140 | 10 | 38 | 0.13 | -1.22 | -1.19 | -0.92 | -0.76 | 0.43 | 0.91 |
| 1 | 1 | 141 | 14 | 180 | 0.12 | 0.09 | 0.68 | -0.56 | -0.76 | -0.67 | 0.07 |
| 1 | 1 | 142 | 13 | 427 | 0.21 | 2.01 | 0.62 | 2.29 | 2.79 | 0.43 | -0.18 |
| 1 | 1 | 143 | 15 | 354 | 0.13 | 1.63 | 0.68 | 0.39 | 1.37 | -0.67 | 0.26 |
| 1 | 1 | 144 | 11 | 301 | 0.14 | 0.82 | -1.03 | 0.15 | 1.37 | -0.67 | -0.85 |
| 1 | 1 | 145 | 7 | 205 | 0.13 | 0.24 | -0.08 | -0.05 | -0.05 | -0.67 | 1.57 |
| 1 | 1 | 146 | 10 | 327 | 0.14 | 0.66 | 0.68 | 0.60 | 1.37 | -0.67 | 0.42 |
| 1 | 1 | 147 | 11 | 403 | 0.11 | 0.92 | 2.30 | 1.22 | 1.37 | 0.43 | -0.79 |
| 1 | 1 | 148 | 7 | 127 | 0.08 | -0.20 | -0.89 | -0.10 | -0.76 | -0.67 | 0.69 |
| 1 | 1 | 149 | 6 | 217 | 0.11 | 0.41 | -0.89 | 0.26 | -0.05 | -0.67 | -0.34 |
| 1 | 1 | 150 | 11 | 323 | 0.1 | 0.96 | -0.89 | 0.46 | 1.37 | 0.43 | 0.72 |
| 1 | 1 | 151 | 9 | 208 | 0.16 | 0.16 | 0.68 | -0.60 | -0.05 | -0.67 | 0.43 |
| 1 | 1 | 152 | 14 | 405 | 0.14 | -0.04 | 0.68 | 2.29 | 1.37 | 0.43 | -2.24 |
| 1 | 1 | 153 | 10 | 98 | 0.08 | -0.22 | -0.89 | -1.14 | -0.76 | -0.67 | 0.33 |
| 1 | 1 | 154 | 7 | 47 | 0.05 | -0.99 | -0.89 | -1.16 | -0.76 | -0.67 | 1.03 |
| 1 | 1 | 155 | 8 | 182 | 0.15 | -1.00 | 0.68 | 0.08 | -0.76 | -0.67 | -0.46 |
| 1 | 1 | 156 | 9 | 153 | 0.07 | -0.24 | -0.93 | 0.04 | -0.05 | -0.67 | 1.57 |
| 1 | 1 | 157 | 23 | 65 | 0.08 | -1.23 | -0.89 | -0.82 | -0.76 | -0.67 | 0.27 |
| 1 | 1 | 158 | 4 | 367 | 0.08 | 3.03 | -0.08 | 0.15 | -0.05 | -0.67 | -1.65 |
| 1 | 1 | 159 | 29 | 421 | 0.15 | 1.04 | 0.68 | 2.29 | 2.79 | 0.43 | -0.84 |
| 1 | 1 | 160 | 10 | 111 | 0.14 | -1.33 | -0.89 | 0.06 | -0.76 | -0.67 | -0.65 |
| 1 | 1 | 161 | 13 | 382 | 0.25 | 3.03 | 0.68 | 0.23 | -0.05 | -0.42 | -1.68 |
| 1 | 1 | 162 | 10 | 142 | 0.1 | -0.54 | -0.89 | -0.76 | -0.05 | -0.67 | -0.73 |
| 1 | 1 | 163 | 14 | 433 | 0.32 | 1.31 | -0.10 | 2.29 | 2.79 | 2.64 | -0.81 |
| 1 | 1 | 164 | 14 | 50 | 0.08 | -0.88 | -0.08 | -1.19 | -1.11 | -0.67 | 0.91 |
| 1 | 1 | 165 | 23 | 125 | 0.14 | -0.78 | 0.68 | -0.84 | -0.76 | -0.67 | 0.41 |
| 1 | 1 | 166 | 7 | 67 | 0.09 | -0.95 | 0.68 | -1.13 | -0.96 | -0.67 | 1.03 |
| 1 | 1 | 167 | 12 | 254 | 0.11 | -0.53 | 0.68 | 0.02 | -0.05 | 0.43 | -0.24 |
| 1 | 1 | 168 | 11 | 113 | 0.17 | -0.63 | -0.08 | -0.98 | -0.92 | -0.67 | -0.30 |
| 1 | 1 | 169 | 9 | 83 | 0.04 | -0.71 | -0.89 | -0.75 | -0.76 | -0.67 | 0.76 |
| 1 | 1 | 170 | 10 | 89 | 0.11 | -1.18 | -0.93 | -0.19 | -0.76 | -0.67 | 0.66 |
| 1 | 1 | 171 | 8 | 44 | 0.06 | -1.41 | -0.89 | -1.13 | -0.76 | -0.67 | 0.36 |
| 1 | 1 | 172 | 8 | 310 | 0.08 | 1.13 | -0.99 | 0.45 | 1.37 | -0.67 | -0.08 |
| 1 | 1 | 173 | 8 | 6 | 0.08 | -1.21 | -0.89 | -1.28 | -1.11 | -0.67 | -1.64 |
| 1 | 1 | 174 | 14 | 295 | 0.12 | -0.78 | -0.08 | 0.38 | -0.76 | 2.64 | -1.00 |
| 1 | 1 | 175 | 12 | 316 | 0.19 | 1.00 | -1.02 | -0.29 | 1.37 | -0.67 | -1.61 |
| 1 | 1 | 176 | 2 | 346 | 0.15 | 0.38 | -0.11 | 2.60 | -0.05 | 0.43 | 0.69 |
| 1 | 1 | 177 | 12 | 194 | 0.17 | -0.92 | 0.68 | -0.46 | -0.76 | 0.43 | -0.16 |
| 1 | 1 | 178 | 17 | 396 | 0.19 | 1.51 | 2.30 | 0.45 | 1.37 | -0.09 | 1.34 |
| 1 | 1 | 179 | 15 | 206 | 0.13 | -1.30 | -0.08 | 0.26 | -0.76 | 0.43 | -0.90 |
| 1 | 1 | 180 | 4 | 322 | 0.13 | 1.35 | -0.89 | -0.06 | 1.37 | 0.43 | 0.52 |
| 1 | 1 | 181 | 31 | 225 | 0.12 | -0.25 | 0.68 | 0.14 | -0.05 | -0.67 | 0.21 |
| 1 | 1 | 182 | 5 | 185 | 0.14 | 0.46 | -0.57 | -0.29 | -0.76 | 0.43 | 1.27 |
| 1 | 1 | 183 | 12 | 103 | 0.15 | -0.68 | -0.08 | -0.63 | -0.76 | -0.67 | 1.39 |
| 1 | 1 | 184 | 2 | 151 | 0.06 | -0.29 | -0.89 | 0.06 | -0.76 | -0.67 | -0.87 |
| 1 | 1 | 185 | 11 | 232 | 0.12 | -0.39 | 0.68 | 0.22 | -0.05 | -0.67 | -0.20 |
| 1 | 1 | 186 | 9 | 313 | 0.29 | 0.41 | -0.89 | 1.32 | 1.37 | -0.67 | 0.31 |
| 1 | 1 | 187 | 17 | 372 | 0.15 | 0.23 | 0.70 | 1.21 | 1.37 | 0.43 | -0.74 |
| 1 | 1 | 188 | 9 | 407 | 0.09 | 0.41 | 2.30 | 1.70 | 1.37 | 0.43 | -1.08 |
| 1 | 1 | 189 | 14 | 68 | 0.36 | -0.83 | 0.19 | -1.16 | -1.09 | 0.43 | 0.95 |
| 1 | 1 | 190 | 9 | 37 | 0.08 | -1.53 | -1.27 | -0.83 | -0.76 | -0.67 | 0.41 |
| 1 | 1 | 191 | 8 | 28 | 0.13 | -1.33 | -1.22 | -1.10 | -0.85 | -0.67 | -0.62 |
| 1 | 1 | 192 | 8 | 71 | 0.24 | -1.65 | -0.89 | -0.19 | -0.67 | -0.67 | 0.43 |
| 1 | 1 | 193 | 9 | 7 | 0.2 | -0.89 | -0.89 | -0.36 | -0.84 | 2.64 | 0.50 |
| 1 | 1 | 194 | 16 | 53 | 0.05 | -1.15 | -0.89 | -0.82 | -0.76 | -0.67 | 1.06 |
| 1 | 1 | 195 | 9 | 29 | 0.07 | -0.60 | -1.27 | -1.08 | -0.76 | -0.67 | -1.66 |
| 1 | 1 | 196 | 14 | 377 | 0.21 | 2.10 | 0.68 | 0.25 | 1.37 | 0.43 | 0.77 |
| 1 | 1 | 197 | 10 | 190 | 0.2 | -0.45 | -0.73 | -0.74 | -0.05 | 0.43 | -0.77 |
| 1 | 1 | 198 | 11 | 15 | 0.13 | -1.32 | -1.03 | -1.19 | -1.11 | 0.43 | 0.88 |
| 1 | 1 | 199 | 13 | 344 | 0.23 | 0.11 | 0.68 | 0.14 | -0.05 | 2.64 | -0.39 |
| 1 | 1 | 200 | 12 | 128 | 0.1 | 0.05 | -0.08 | -0.81 | -0.76 | -0.67 | 0.90 |
| 1 | 1 | 201 | 17 | 36 | 0.06 | -1.25 | -1.27 | -1.13 | -0.76 | -0.67 | 0.40 |
| 1 | 1 | 202 | 12 | 172 | 0.1 | -0.33 | -0.89 | -0.44 | -0.05 | 0.43 | 0.94 |
| 1 | 1 | 203 | 8 | 293 | 0.04 | -0.74 | 1.11 | 0.50 | -0.05 | 0.43 | -1.22 |
| 1 | 1 | 204 | 4 | 165 | 0.06 | 0.02 | -0.89 | -0.67 | -0.76 | 0.43 | -1.69 |
| 1 | 1 | 205 | 13 | 187 | 0.13 | 0.43 | -0.89 | -0.71 | -0.05 | -0.67 | -1.63 |
| 1 | 1 | 206 | 4 | 210 | 0.13 | 0.00 | 2.30 | -0.78 | -0.76 | 0.43 | 0.94 |
| 1 | 1 | 207 | 12 | 70 | 0.05 | -0.72 | -1.27 | -0.81 | -0.76 | -0.67 | 0.69 |
| 1 | 1 | 208 | 13 | 156 | 0.14 | 0.14 | -0.08 | -0.21 | -0.76 | -0.67 | 0.93 |
| 1 | 1 | 209 | 10 | 317 | 0.17 | 0.87 | 2.30 | 0.21 | -0.05 | -0.67 | 1.31 |
| 1 | 1 | 210 | 19 | 197 | 0.23 | -0.12 | 0.68 | -0.79 | -0.83 | 0.43 | 0.37 |
| 1 | 1 | 211 | 13 | 201 | 0.15 | 0.33 | -0.98 | -0.29 | -0.05 | -0.67 | -0.85 |
| 1 | 1 | 212 | 12 | 94 | 0.15 | -1.25 | -0.08 | -0.80 | -0.76 | -0.67 | 0.38 |
| 1 | 1 | 213 | 26 | 85 | 0.09 | -0.35 | -0.89 | -0.98 | -0.76 | -0.67 | -1.63 |
| 1 | 1 | 214 | 13 | 324 | 0.11 | 0.51 | 2.30 | 0.21 | -0.05 | 0.43 | 0.66 |
| 1 | 1 | 215 | 9 | 95 | 0.08 | -0.54 | 0.68 | -1.18 | -1.07 | -0.67 | 1.01 |
| 1 | 1 | 216 | 23 | 126 | 0.14 | -0.21 | -0.08 | -1.01 | -0.77 | -0.67 | -1.64 |
| 1 | 1 | 217 | 10 | 256 | 0.2 | 0.88 | 0.68 | -0.39 | -0.05 | -0.67 | -0.79 |
| 1 | 1 | 218 | 19 | 356 | 0.34 | -0.96 | 0.52 | 1.97 | -0.20 | -0.67 | -2.18 |
| 1 | 1 | 219 | 14 | 147 | 0.11 | 0.17 | -0.08 | -0.77 | -0.76 | -0.67 | 0.27 |
| 1 | 1 | 220 | 14 | 240 | 0.2 | 0.44 | 0.86 | 0.03 | -0.10 | -0.67 | 1.57 |
| 1 | 1 | 221 | 13 | 191 | 0.18 | 0.14 | -0.08 | -0.75 | -0.49 | 0.43 | 0.67 |
| 1 | 1 | 222 | 7 | 380 | 0.05 | 0.04 | -0.08 | 1.70 | 1.37 | 0.43 | -1.23 |
| 1 | 1 | 223 | 18 | 88 | 0.05 | -0.46 | -0.89 | -0.77 | -0.76 | -0.67 | 1.00 |
| 1 | 1 | 224 | 12 | 417 | 0.1 | 1.69 | 0.68 | 2.29 | 2.79 | -0.67 | 0.38 |
| 1 | 1 | 225 | 18 | 413 | 0.27 | 2.56 | 0.68 | -0.04 | 1.37 | 2.64 | 0.59 |
| 1 | 1 | 226 | 9 | 401 | 0.08 | 0.81 | -0.89 | 1.20 | 1.37 | 2.64 | -0.61 |
| 1 | 1 | 227 | 8 | 49 | 0.08 | -1.28 | -0.89 | -0.29 | -0.76 | -0.67 | 1.41 |
| 1 | 1 | 228 | 8 | 12 | 0.18 | -1.32 | -1.03 | -0.93 | -0.85 | 0.43 | 1.57 |
| 1 | 1 | 229 | 6 | 237 | 0.19 | 0.49 | 0.17 | -0.73 | -0.76 | 0.43 | -1.52 |
| 1 | 1 | 230 | 16 | 266 | 0.12 | -0.03 | 0.68 | 0.49 | -0.05 | 0.43 | 0.54 |
| 1 | 1 | 231 | 5 | 82 | 0.12 | -1.25 | -1.12 | -0.29 | -0.05 | -0.67 | 1.27 |
| 1 | 1 | 232 | 24 | 110 | 0.12 | -0.42 | -1.00 | -0.71 | -0.76 | -0.67 | -0.07 |
| 1 | 1 | 233 | 14 | 270 | 0.15 | 0.34 | -1.11 | 0.45 | 1.37 | -0.67 | 1.39 |
| 1 | 1 | 234 | 4 | 200 | 0.07 | -0.30 | -0.89 | 0.26 | -0.05 | 0.43 | 1.57 |
| 1 | 1 | 235 | 16 | 263 | 0.29 | 0.70 | 0.35 | -0.52 | -0.18 | 0.43 | -0.62 |
| 1 | 1 | 236 | 12 | 280 | 0.21 | 1.35 | 0.68 | -0.41 | -0.23 | 0.43 | 0.90 |
| 1 | 1 | 237 | 8 | 281 | 0.07 | -0.96 | 0.68 | 0.48 | -0.05 | 0.43 | -1.23 |
| 1 | 1 | 238 | 7 | 287 | 0.13 | 0.20 | 0.68 | 0.45 | -0.05 | 0.43 | -0.55 |
| 1 | 1 | 239 | 16 | 116 | 0.18 | -1.23 | -0.08 | -0.57 | -0.76 | -0.67 | -0.37 |
| 1 | 1 | 240 | 31 | 321 | 0.42 | -0.50 | 2.30 | 0.40 | -0.12 | -0.03 | -1.00 |
| 1 | 1 | 241 | 16 | 420 | 0.13 | 1.51 | -0.08 | 2.29 | 2.79 | 0.43 | -0.49 |
| 1 | 1 | 242 | 8 | 199 | 0.12 | 0.05 | -1.03 | 0.20 | -0.05 | -0.67 | -0.07 |
| 1 | 1 | 243 | 8 | 314 | 0.07 | 0.99 | -0.08 | 0.45 | 1.37 | -0.67 | 0.72 |
| 1 | 1 | 244 | 7 | 289 | 0.06 | -0.20 | 0.68 | 1.23 | -0.05 | 0.43 | 0.35 |
| 1 | 1 | 245 | 15 | 216 | 0.16 | -0.16 | 0.68 | 0.03 | -0.05 | -0.67 | 0.76 |
| 1 | 1 | 246 | 14 | 273 | 0.16 | 0.31 | 0.63 | 0.14 | -0.05 | 0.43 | 0.07 |
| 1 | 1 | 247 | 20 | 132 | 0.18 | -0.76 | -0.08 | -0.14 | -0.72 | -0.67 | 0.74 |
| 1 | 1 | 248 | 5 | 369 | 0.08 | -0.74 | 0.68 | 1.70 | -0.05 | 0.43 | -2.35 |
| 1 | 1 | 249 | 11 | 432 | 0.33 | 0.40 | 1.35 | 2.13 | 1.37 | 2.64 | -2.28 |
| 1 | 1 | 250 | 6 | 341 | 0.22 | 0.46 | 0.62 | 0.21 | 1.37 | 0.43 | 1.36 |
| 1 | 1 | 251 | 24 | 404 | 0.12 | 1.30 | -0.89 | 2.29 | 2.79 | -0.67 | 0.33 |
| 1 | 1 | 252 | 9 | 63 | 0.05 | -1.23 | -0.89 | -0.75 | -0.76 | -0.67 | 0.65 |
| 1 | 1 | 253 | 11 | 226 | 0.16 | 0.32 | -0.96 | -0.44 | -0.05 | 0.43 | -0.89 |
| 1 | 1 | 254 | 11 | 133 | 0.09 | -0.43 | -0.89 | -0.75 | -0.05 | -0.67 | 0.33 |
| 1 | 1 | 255 | 19 | 376 | 0.16 | 0.60 | 0.68 | 1.17 | 1.37 | 0.43 | -0.70 |
| 1 | 1 | 256 | 8 | 80 | 0.06 | -0.23 | -0.89 | -1.15 | -0.76 | -0.67 | 0.91 |
| 1 | 1 | 257 | 13 | 164 | 0.27 | -0.58 | 0.15 | -0.89 | -0.87 | 0.43 | -0.58 |
| 1 | 1 | 258 | 7 | 78 | 0.07 | -0.82 | -0.89 | -0.29 | -0.76 | -0.67 | 1.33 |
| 1 | 1 | 259 | 5 | 422 | 0.05 | 1.83 | -0.89 | 2.29 | 2.79 | 0.43 | -0.23 |
| 1 | 1 | 260 | 10 | 23 | 0.11 | -1.45 | -1.23 | -1.16 | -0.83 | -0.67 | -0.10 |
| 1 | 1 | 261 | 8 | 60 | 0.05 | -0.57 | -1.27 | -1.14 | -0.76 | -0.67 | 0.44 |
| 1 | 1 | 262 | 12 | 93 | 0.12 | -0.88 | -0.92 | -0.78 | -0.76 | -0.67 | -0.41 |
| 1 | 1 | 263 | 20 | 279 | 0.24 | 0.33 | 2.30 | 0.14 | -0.19 | -0.67 | 0.31 |
| 1 | 1 | 264 | 15 | 75 | 0.05 | -0.67 | -0.89 | -1.10 | -0.76 | -0.67 | 0.39 |
| 1 | 1 | 265 | 15 | 351 | 0.04 | 0.27 | -0.89 | 1.20 | 1.37 | 0.43 | -0.45 |
| 1 | 1 | 266 | 7 | 408 | 0.25 | 2.71 | -0.89 | -0.27 | 1.37 | 2.64 | 0.06 |
| 1 | 1 | 267 | 10 | 57 | 0.07 | -0.55 | -1.27 | -1.15 | -0.76 | -0.67 | 0.82 |
| 1 | 1 | 268 | 13 | 387 | 0.24 | 0.11 | 0.68 | 1.48 | -0.05 | 2.64 | -0.61 |
| 1 | 1 | 269 | 6 | 436 | 0.27 | 1.23 | 2.30 | 1.91 | 2.08 | 2.64 | -1.04 |
| 1 | 1 | 270 | 11 | 202 | 0.09 | 0.20 | -0.89 | 0.47 | -0.05 | -0.67 | 0.68 |
| 1 | 1 | 271 | 12 | 402 | 0.47 | 1.54 | 0.81 | 2.42 | 1.37 | 0.34 | 0.54 |
| 1 | 1 | 272 | 12 | 152 | 0.15 | -0.05 | -0.08 | -0.83 | -0.76 | -0.67 | -0.87 |
| 1 | 1 | 273 | 9 | 21 | 0.09 | -1.48 | -0.89 | -1.15 | -0.96 | -0.67 | 0.95 |
| 1 | 1 | 274 | 11 | 69 | 0.05 | -0.74 | -0.89 | -0.84 | -0.76 | -0.67 | 1.11 |
| 1 | 1 | 275 | 14 | 249 | 0.24 | -0.06 | -0.77 | -0.01 | -0.15 | 2.64 | 0.62 |
| 1 | 1 | 276 | 4 | 318 | 0.08 | -1.02 | 0.68 | 1.35 | -0.05 | 0.43 | -1.21 |
| 1 | 1 | 277 | 19 | 247 | 0.15 | 0.09 | 0.68 | -0.36 | -0.05 | 0.43 | 0.65 |
| 1 | 1 | 278 | 14 | 297 | 0.17 | 1.23 | 0.68 | 0.23 | -0.05 | 0.43 | 0.58 |
| 1 | 1 | 279 | 8 | 338 | 0.08 | 0.88 | 0.68 | 0.45 | 1.37 | -0.67 | 1.41 |
| 1 | 1 | 280 | 13 | 171 | 0.1 | -0.38 | -0.92 | 0.00 | -0.05 | -0.67 | 0.06 |
| 1 | 1 | 281 | 14 | 371 | 0.28 | -0.93 | 2.30 | 0.46 | -0.20 | -0.12 | -2.31 |
| 1 | 1 | 282 | 24 | 173 | 0.33 | -0.28 | 0.73 | -0.75 | -0.82 | 0.43 | 0.97 |
| 1 | 1 | 283 | 18 | 355 | 0.14 | 1.38 | 0.68 | -0.21 | 1.37 | 0.43 | 0.42 |
| 1 | 1 | 284 | 4 | 345 | 0.11 | 0.83 | -0.49 | -0.66 | 1.37 | 0.43 | -1.59 |
| 1 | 1 | 285 | 11 | 56 | 0.05 | -0.83 | -1.27 | -0.78 | -0.76 | -0.67 | 1.01 |
| 1 | 1 | 286 | 7 | 370 | 0.19 | 1.55 | 0.68 | -0.38 | 1.37 | 0.43 | -1.02 |
| 1 | 1 | 287 | 10 | 64 | 0.06 | -0.48 | -0.89 | -1.19 | -1.11 | -0.67 | 0.41 |
| 1 | 1 | 288 | 9 | 167 | 0.15 | -0.36 | -0.89 | -0.71 | -0.05 | 0.43 | 0.29 |
| 1 | 1 | 289 | 6 | 124 | 0.15 | -1.28 | -1.02 | -0.29 | -0.05 | -0.67 | -0.30 |
| 1 | 1 | 290 | 14 | 272 | 0.11 | -0.70 | 0.68 | 0.43 | -0.05 | 0.43 | -0.78 |
| 1 | 1 | 291 | 25 | 188 | 0.09 | 0.21 | -0.89 | 0.05 | -0.05 | -0.67 | 0.52 |
| 1 | 1 | 292 | 23 | 435 | 0.3 | 1.05 | 2.30 | 2.59 | 2.79 | 0.43 | -1.56 |
| 1 | 1 | 293 | 8 | 8 | 0.08 | -1.66 | -1.27 | -1.18 | -0.94 | -0.67 | 1.07 |
| 1 | 1 | 294 | 14 | 431 | 0.2 | 2.14 | 2.30 | 2.29 | 2.79 | -0.60 | 0.40 |
| 1 | 1 | 295 | 3 | 96 | 0.08 | -0.16 | -0.89 | -0.58 | -0.76 | -0.67 | 1.57 |
| 1 | 1 | 296 | 9 | 87 | 0.06 | -0.46 | -1.27 | -0.78 | -0.76 | -0.67 | 0.39 |
| 1 | 1 | 297 | 6 | 414 | 0.04 | 0.90 | -0.89 | 2.29 | 2.79 | 0.43 | -0.85 |
| 1 | 1 | 298 | 10 | 230 | 0.18 | 0.31 | -0.89 | 0.32 | -0.12 | 0.43 | 0.71 |
| 1 | 1 | 299 | 13 | 58 | 0.11 | -0.84 | -0.95 | -1.16 | -0.98 | -0.67 | -0.08 |
| 1 | 1 | 300 | 11 | 4 | 0.31 | 0.63 | -1.03 | -0.85 | -0.76 | 2.64 | 0.96 |
| 1 | 1 | 301 | 24 | 277 | 0.18 | 0.59 | 0.68 | 0.21 | -0.08 | 0.43 | 0.76 |
| 1 | 1 | 302 | 13 | 130 | 0.1 | -0.85 | -0.08 | -0.61 | -0.76 | -0.67 | -0.80 |
| 1 | 1 | 303 | 6 | 131 | 0.17 | -0.53 | 0.68 | -0.61 | -0.52 | -0.67 | 1.57 |
| 1 | 1 | 304 | 10 | 55 | 0.09 | -1.09 | -1.27 | -0.81 | -0.76 | -0.67 | 0.53 |
| 1 | 1 | 305 | 21 | 269 | 0.11 | -1.16 | 0.68 | 0.48 | -0.05 | -0.67 | -2.25 |
| 1 | 1 | 306 | 21 | 91 | 0.1 | -0.45 | -0.08 | -1.19 | -1.11 | -0.67 | 0.57 |
| 1 | 1 | 307 | 9 | 104 | 0.08 | -0.46 | -0.98 | -0.87 | -0.76 | -0.67 | -1.12 |
| 1 | 1 | 308 | 19 | 32 | 0.07 | -1.02 | -0.89 | -1.19 | -1.11 | -0.67 | 0.97 |
| 1 | 1 | 309 | 4 | 268 | 0.13 | 0.22 | -0.89 | 0.07 | -0.05 | 2.64 | 1.46 |
| 1 | 1 | 310 | 4 | 59 | 0.03 | -0.93 | -0.89 | -1.14 | -0.76 | -0.67 | 0.69 |
| 1 | 1 | 311 | 4 | 2 | 0.12 | -0.52 | -0.89 | -0.66 | -0.76 | 2.64 | 1.22 |
| 1 | 1 | 312 | 8 | 3 | 0.15 | -1.66 | -1.22 | -1.08 | -0.89 | -0.67 | 1.57 |
| 1 | 1 | 313 | 8 | 141 | 0.14 | -0.61 | -0.89 | -0.21 | -0.76 | 0.43 | 0.62 |
| 1 | 1 | 314 | 14 | 183 | 0.08 | -0.35 | -0.89 | 0.45 | -0.05 | -0.67 | 0.46 |
| 1 | 1 | 315 | 6 | 192 | 0.15 | 0.62 | -0.89 | -0.58 | -0.76 | 0.43 | -0.26 |
| 1 | 1 | 316 | 6 | 196 | 0.17 | -0.81 | -0.76 | -0.07 | -0.05 | 0.43 | 0.02 |
| 1 | 1 | 317 | 15 | 92 | 0.04 | -0.75 | -0.89 | -0.75 | -0.76 | -0.67 | 0.36 |
| 1 | 1 | 318 | 6 | 214 | 0.21 | 1.06 | 0.17 | -0.90 | -0.64 | -0.67 | -1.66 |
| 1 | 1 | 319 | 9 | 389 | 0.05 | 0.14 | 0.68 | 1.70 | 1.37 | 0.43 | -1.23 |
| 1 | 1 | 320 | 8 | 381 | 0.26 | -0.31 | 2.30 | 1.86 | -0.05 | -0.12 | -0.99 |
| 1 | 1 | 321 | 2 | 438 | 0.38 | 2.15 | 1.49 | 6.57 | 1.37 | 0.43 | -0.28 |
| 1 | 1 | 322 | 18 | 224 | 0.09 | -0.62 | 0.68 | 0.03 | -0.05 | -0.67 | -0.65 |
| 1 | 1 | 323 | 7 | 361 | 0.05 | 0.63 | -0.89 | 1.20 | 1.37 | 0.43 | -0.72 |
| 1 | 1 | 324 | 8 | 352 | 0.12 | 0.50 | -0.89 | 1.20 | 1.37 | 0.43 | -0.08 |
| 1 | 1 | 325 | 8 | 234 | 0.1 | -0.43 | 0.68 | -0.12 | -0.05 | 0.43 | 1.46 |
| 1 | 1 | 326 | 4 | 17 | 0.04 | -1.04 | -0.08 | -1.19 | -1.11 | -0.67 | 1.57 |
| 1 | 1 | 327 | 3 | 5 | 0.04 | -2.07 | -0.89 | -1.18 | -1.11 | -0.67 | 0.90 |
| 1 | 1 | 328 | 9 | 304 | 0.1 | -0.22 | 0.68 | 1.23 | -0.05 | 0.43 | -0.46 |
| 1 | 1 | 329 | 9 | 350 | 0.09 | -1.17 | 2.30 | 0.45 | -0.76 | -0.67 | -2.26 |
| 1 | 1 | 330 | 12 | 294 | 0.1 | 0.98 | -0.92 | 0.45 | 1.37 | -0.67 | 0.42 |
| 1 | 1 | 331 | 9 | 307 | 0.16 | 0.42 | -1.14 | 0.45 | 1.37 | 0.43 | 1.02 |
| 1 | 1 | 332 | 9 | 439 | 0.49 | 1.48 | 1.28 | 4.62 | 3.89 | 0.92 | -2.46 |
| 1 | 1 | 333 | 10 | 148 | 0.16 | -1.03 | -0.57 | -0.22 | -0.76 | 0.43 | -0.12 |
| 1 | 1 | 334 | 6 | 424 | 0.25 | 1.52 | 2.30 | 0.32 | 1.37 | 2.64 | 0.77 |
| 1 | 1 | 335 | 19 | 52 | 0.13 | -1.61 | -0.91 | -0.75 | -0.78 | -0.67 | -0.31 |
| 1 | 1 | 336 | 12 | 31 | 0.05 | -1.28 | -0.89 | -1.19 | -1.11 | -0.67 | 0.60 |
| 1 | 1 | 337 | 19 | 123 | 0.2 | -1.52 | -0.08 | -0.20 | -0.76 | -0.67 | -0.94 |
| 1 | 1 | 338 | 11 | 218 | 0.17 | -1.37 | 0.54 | 0.45 | -0.76 | -0.67 | -2.18 |
| 1 | 1 | 339 | 18 | 262 | 0.2 | 0.88 | 0.68 | -0.51 | -0.17 | 0.43 | 0.51 |
| 1 | 1 | 340 | 3 | 325 | 0.07 | -1.02 | 0.68 | 0.58 | -0.05 | 0.43 | -2.46 |
| 1 | 1 | 341 | 7 | 212 | 0.1 | -1.39 | 0.68 | -0.26 | -0.76 | 0.43 | -1.09 |
| 1 | 1 | 342 | 12 | 41 | 0.1 | -1.75 | -0.92 | -0.62 | -0.76 | -0.67 | -0.88 |
| 1 | 1 | 343 | 7 | 290 | 0.08 | 0.87 | -1.27 | 0.46 | 1.37 | -0.67 | 0.86 |
| 1 | 1 | 344 | 8 | 139 | 0.12 | -1.50 | -0.89 | 0.01 | -0.76 | 0.43 | -0.63 |
| 1 | 1 | 345 | 14 | 360 | 0.27 | 2.68 | 0.68 | 0.44 | -0.25 | 0.43 | 0.22 |
| 1 | 1 | 346 | 6 | 181 | 0.05 | -0.41 | -0.89 | -0.29 | -0.05 | 0.43 | 0.55 |
| 1 | 1 | 347 | 13 | 353 | 0.11 | 1.54 | 0.68 | 0.47 | 1.37 | -0.67 | 0.87 |
| 1 | 1 | 348 | 8 | 349 | 0.13 | 1.34 | 0.30 | 0.15 | 1.37 | -0.67 | -0.87 |
| 1 | 1 | 349 | 6 | 61 | 0.04 | -0.65 | -0.89 | -1.14 | -0.76 | -0.67 | 0.94 |
| 1 | 1 | 350 | 21 | 336 | 0.25 | 0.45 | 0.68 | 0.04 | -0.12 | 2.64 | 0.86 |
| 1 | 1 | 351 | 12 | 235 | 0.26 | -0.42 | 0.36 | -0.39 | -0.76 | 2.64 | 0.12 |
| 1 | 1 | 352 | 10 | 115 | 0.16 | -1.06 | -1.08 | -0.38 | -0.05 | -0.67 | 0.60 |
| 1 | 1 | 353 | 5 | 339 | 0.15 | -0.28 | 0.22 | 2.29 | -0.05 | 0.43 | -0.55 |
| 1 | 1 | 354 | 16 | 397 | 0.34 | -0.72 | 2.30 | 1.86 | -0.14 | -0.26 | -2.30 |
| 1 | 1 | 355 | 4 | 236 | 0.15 | -0.45 | 0.68 | -0.08 | -0.05 | -0.67 | -1.43 |
| 1 | 1 | 356 | 11 | 160 | 0.1 | -0.31 | -1.27 | 0.12 | -0.05 | -0.67 | 0.58 |
| 1 | 1 | 357 | 15 | 10 | 0.12 | -1.28 | -1.27 | -1.05 | -0.83 | -0.67 | -1.64 |
| 1 | 1 | 358 | 4 | 392 | 0.2 | 0.97 | 2.30 | 0.54 | 1.37 | 0.43 | 0.28 |
| 1 | 1 | 359 | 10 | 144 | 0.11 | 0.46 | -0.89 | -0.29 | -0.76 | -0.67 | 0.75 |
| 1 | 1 | 360 | 7 | 213 | 0.07 | -0.32 | -0.89 | 0.48 | -0.05 | 0.43 | 0.59 |
| 1 | 1 | 361 | 9 | 394 | 0.28 | 2.75 | 0.68 | -0.09 | -0.29 | 2.64 | 0.44 |
| 1 | 1 | 362 | 7 | 340 | 0.2 | 0.97 | -1.00 | 0.03 | 1.37 | 0.43 | -0.83 |
| 1 | 1 | 363 | 21 | 251 | 0.24 | 1.15 | 0.68 | -0.21 | -0.12 | -0.67 | 0.79 |
| 1 | 1 | 364 | 11 | 118 | 0.1 | 0.14 | -0.89 | -0.84 | -0.76 | -0.67 | 0.42 |
| 1 | 1 | 365 | 12 | 99 | 0.04 | -0.35 | -0.89 | -0.79 | -0.76 | -0.67 | 0.76 |
| 1 | 1 | 366 | 8 | 388 | 0.15 | 1.15 | 2.30 | 0.73 | 1.37 | -0.67 | 0.52 |
| 1 | 1 | 367 | 8 | 260 | 0.14 | 0.41 | 0.68 | 0.40 | -0.05 | -0.67 | -0.36 |
| 1 | 1 | 368 | 12 | 117 | 0.09 | -0.93 | -0.89 | -0.04 | -0.76 | -0.67 | 0.01 |
| 1 | 1 | 369 | 12 | 303 | 0.05 | -0.52 | 0.68 | 1.23 | -0.05 | 0.43 | -0.83 |
| 1 | 1 | 370 | 7 | 395 | 0.21 | 1.06 | 2.30 | 0.16 | -0.05 | 2.64 | 0.75 |
| 1 | 1 | 371 | 17 | 81 | 0.13 | -1.49 | -0.91 | -0.30 | -0.76 | -0.67 | -0.20 |
| 1 | 1 | 372 | 10 | 209 | 0.28 | 0.96 | 0.60 | -0.64 | -0.76 | -0.67 | -0.04 |
| 1 | 1 | 373 | 17 | 66 | 0.08 | -1.33 | -0.89 | -0.81 | -0.76 | -0.67 | -0.51 |
| 1 | 1 | 374 | 14 | 136 | 0.12 | -0.28 | -0.92 | -0.50 | -0.05 | -0.67 | 1.05 |
| 1 | 1 | 375 | 20 | 198 | 0.09 | -0.42 | -0.89 | 0.45 | -0.05 | -0.67 | -0.41 |
| 1 | 1 | 376 | 16 | 26 | 0.08 | -1.40 | -1.27 | -1.15 | -0.76 | -0.67 | 0.81 |
| 1 | 1 | 377 | 7 | 343 | 0.22 | 0.87 | -0.89 | -0.65 | -0.35 | 2.64 | -1.45 |
| 1 | 1 | 378 | 10 | 39 | 0.06 | -1.04 | -1.27 | -1.11 | -0.76 | -0.67 | 0.91 |
| 1 | 1 | 379 | 8 | 229 | 0.09 | 0.17 | 0.68 | -0.63 | -0.05 | -0.67 | -0.85 |
| 1 | 1 | 380 | 15 | 175 | 0.14 | 0.41 | -0.89 | -0.46 | -0.05 | -0.67 | 0.41 |
| 1 | 1 | 381 | 13 | 35 | 0.07 | -1.28 | -1.27 | -0.82 | -0.76 | -0.67 | 1.03 |
| 1 | 1 | 382 | 14 | 220 | 0.09 | -0.81 | -0.08 | 0.45 | -0.05 | -0.67 | -0.96 |
| 1 | 1 | 383 | 11 | 283 | 0.12 | 0.38 | 2.30 | -0.05 | -0.05 | -0.67 | 1.46 |
| 1 | 1 | 384 | 10 | 134 | 0.12 | -0.09 | 1.02 | -0.78 | -0.76 | -0.67 | 1.36 |
| 1 | 1 | 385 | 14 | 416 | 0.08 | 1.33 | -0.89 | 2.29 | 2.79 | 0.43 | -0.30 |
| 1 | 1 | 386 | 15 | 76 | 0.18 | -1.35 | -0.94 | -0.63 | -0.81 | 0.43 | 0.43 |
| 1 | 1 | 387 | 23 | 157 | 0.08 | -0.37 | -0.89 | -0.04 | -0.05 | -0.67 | 0.67 |
| 1 | 1 | 388 | 4 | 391 | 0.26 | 1.95 | 0.49 | 0.42 | -0.05 | 2.64 | 0.27 |
| 1 | 1 | 389 | 6 | 105 | 0.08 | -0.68 | 0.68 | -1.25 | -1.11 | -0.67 | -1.44 |
| 1 | 1 | 390 | 8 | 315 | 0.16 | 0.60 | -1.08 | 0.37 | 1.37 | 0.43 | 0.25 |
| 1 | 1 | 391 | 14 | 72 | 0.04 | -0.78 | -0.89 | -0.76 | -0.76 | -0.67 | 0.96 |
| 1 | 1 | 392 | 8 | 259 | 0.15 | 0.35 | 0.79 | -0.12 | -0.05 | 0.43 | 1.28 |
| 1 | 1 | 393 | 18 | 222 | 0.1 | -0.38 | -0.08 | 0.45 | -0.05 | -0.67 | -0.53 |
| 1 | 1 | 394 | 11 | 333 | 0.06 | 1.49 | -0.08 | 0.46 | 1.37 | -0.67 | 0.89 |
| 1 | 1 | 395 | 15 | 276 | 0.1 | -0.28 | 0.68 | 0.32 | -0.05 | 0.43 | -0.74 |
| 1 | 1 | 396 | 9 | 16 | 0.11 | -1.53 | -1.27 | -1.19 | -1.03 | -0.67 | 0.53 |
| 1 | 1 | 397 | 9 | 364 | 0.08 | 0.27 | -0.08 | 1.20 | 1.37 | 0.43 | -0.75 |
| 1 | 1 | 398 | 10 | 211 | 0.14 | 0.00 | -1.00 | -0.05 | -0.05 | 0.43 | 0.18 |
| 1 | 1 | 399 | 7 | 384 | 0.25 | 0.30 | 0.74 | 1.76 | 1.37 | 0.43 | -0.80 |
| 1 | 1 | 400 | 6 | 177 | 0.14 | 1.15 | -0.08 | -0.61 | -0.76 | -0.67 | 0.67 |
| 1 | 1 | 401 | 19 | 203 | 0.11 | -0.13 | -1.01 | 0.05 | -0.05 | 0.43 | 0.76 |
| 1 | 1 | 402 | 8 | 312 | 0.09 | 0.73 | -0.08 | 0.45 | 1.37 | -0.67 | 1.41 |
| 1 | 1 | 403 | 9 | 258 | 0.2 | -0.18 | -0.89 | 2.29 | -0.05 | -0.67 | -0.38 |
| 1 | 1 | 404 | 11 | 244 | 0.16 | -1.09 | 0.68 | 0.39 | -0.76 | 0.43 | -0.94 |
| 1 | 1 | 405 | 11 | 319 | 0.21 | 0.03 | 0.54 | 2.29 | -0.05 | -0.67 | -0.36 |
| 1 | 1 | 406 | 15 | 159 | 0.08 | -0.10 | -1.27 | 0.08 | -0.05 | -0.67 | 0.91 |
| 1 | 1 | 407 | 33 | 221 | 0.14 | 0.64 | -0.08 | -0.05 | -0.05 | -0.67 | 0.68 |
| 1 | 1 | 408 | 11 | 112 | 0.09 | -0.50 | 0.68 | -1.18 | -1.08 | -0.67 | 0.48 |
| 1 | 1 | 409 | 17 | 399 | 0.31 | 1.42 | 0.73 | 0.26 | 1.37 | 2.64 | 0.75 |
| 1 | 1 | 410 | 5 | 20 | 0.08 | -1.28 | -1.27 | -1.05 | -0.90 | -0.67 | -1.12 |
| 1 | 1 | 411 | 6 | 34 | 0.08 | -0.85 | -0.08 | -1.25 | -1.11 | -0.67 | -1.44 |
| 1 | 1 | 412 | 6 | 426 | 0.2 | 3.36 | 0.68 | -0.27 | 1.37 | 2.64 | -0.22 |
| 1 | 1 | 413 | 12 | 285 | 0.1 | 0.72 | -1.24 | 0.30 | 1.37 | -0.67 | 0.32 |
| 1 | 1 | 414 | 8 | 363 | 0.08 | 1.28 | 1.11 | 0.45 | 1.37 | -0.67 | 1.36 |
| 1 | 1 | 415 | 8 | 437 | 0.27 | 1.02 | 1.00 | 3.07 | 2.79 | 2.64 | -2.30 |
| 1 | 1 | 416 | 7 | 284 | 0.19 | 0.20 | -0.66 | -0.74 | -0.05 | 2.64 | -0.71 |
| 1 | 1 | 417 | 9 | 264 | 0.06 | 0.29 | -0.89 | 0.45 | 1.37 | -0.67 | 0.66 |
| 1 | 1 | 418 | 21 | 238 | 0.21 | 0.24 | -0.08 | -0.09 | -0.05 | 0.43 | 0.69 |
| 1 | 1 | 419 | 3 | 296 | 0.02 | -0.47 | 0.68 | 0.03 | -0.05 | 0.43 | -2.34 |
| 1 | 1 | 420 | 10 | 100 | 0.16 | -0.44 | -0.97 | -0.87 | -0.76 | 0.43 | 1.21 |
| 1 | 1 | 421 | 11 | 174 | 0.15 | -0.61 | 0.68 | -0.02 | -0.76 | -0.67 | 0.17 |
| 1 | 1 | 422 | 9 | 311 | 0.25 | 1.52 | -0.53 | -0.55 | -0.76 | 2.64 | 0.36 |
| 1 | 1 | 423 | 6 | 135 | 0.09 | -0.58 | -1.27 | 0.12 | -0.05 | -0.67 | 1.29 |
| 1 | 1 | 424 | 5 | 368 | 0.15 | 2.37 | 0.68 | 0.36 | 1.37 | -0.67 | 0.68 |
| 1 | 1 | 425 | 9 | 373 | 0.12 | 1.65 | 0.68 | 0.39 | 1.37 | 0.43 | -0.01 |
| 1 | 1 | 426 | 10 | 228 | 0.13 | 0.42 | -0.08 | -0.33 | -0.05 | -0.67 | -0.92 |
| 1 | 1 | 427 | 20 | 86 | 0.22 | -1.23 | -0.93 | -0.85 | -0.83 | 0.43 | -0.46 |
| 1 | 1 | 428 | 7 | 106 | 0.06 | -0.07 | -0.89 | -0.76 | -0.76 | -0.67 | 0.98 |
| 1 | 1 | 429 | 8 | 138 | 0.12 | -0.45 | -0.99 | -0.78 | -0.76 | 0.43 | -0.77 |
| 1 | 1 | 430 | 8 | 30 | 0.12 | -0.51 | 1.05 | -1.19 | -1.11 | -0.67 | 1.36 |
| 1 | 1 | 431 | 19 | 357 | 0.16 | 1.03 | 0.68 | -0.27 | -0.05 | 2.64 | 0.61 |
| 1 | 1 | 432 | 20 | 406 | 0.38 | 0.02 | 2.30 | 0.99 | -0.05 | 2.64 | -1.12 |
| 1 | 1 | 433 | 10 | 302 | 0.26 | 1.83 | 0.53 | -0.09 | -0.33 | 0.43 | 0.24 |
| 1 | 1 | 434 | 5 | 73 | 0.04 | -0.72 | -0.89 | -0.95 | -0.76 | -0.67 | 0.82 |
| 1 | 1 | 435 | 1 | 440 | 0 | 5.51 | 0.68 | 3.07 | 4.20 | 2.64 | 0.50 |
| 1 | 1 | 436 | 14 | 300 | 0.29 | 2.04 | 0.68 | 0.38 | -0.15 | -0.67 | 0.69 |
| 1 | 1 | 437 | 19 | 74 | 0.1 | -1.10 | -0.89 | -0.81 | -0.76 | -0.67 | -0.90 |
| 1 | 1 | 438 | 7 | 347 | 0.13 | 1.21 | -0.08 | 0.41 | 1.37 | 0.43 | 0.59 |
| 1 | 1 | 439 | 31 | 374 | 0.28 | -0.27 | 0.87 | 0.49 | -0.05 | 2.64 | -1.24 |
| 1 | 1 | 440 | 17 | 233 | 0.2 | -0.48 | 0.68 | -0.10 | -0.13 | 0.43 | 0.60 |
Now let us understand what each column in the above table means:
Segment.Level - Level of the cell.
In this case, we have performed Vector Quantization for depth 1. Hence
Segment Level is 1.
Segment.Parent - Parent segment of
the cell.
Segment.Child (Cell.Number) - The
children of a particular cell. In this case, it is the total number of
cells at which we achieved the defined compression percentage.
n - No of points in each
cell.
Cell.ID - Cell_ID’s are generated
for the multivariate data using 1-D Sammon’s Projection
algorithm.
Quant.Error - Quantization Error
for each cell.
All the columns after this will contain centroids for each cell. They can also be called a codebook, which represents a collection of all centroids or codewords.
Now, let’s check the compression summary for HVT (map A) where n_cell was set to 440. The table below shows no of cells, no of cells having quantization error below threshold and percentage of cells having quantization error below threshold for each level.
mapA_compression_summary <- map_A[[3]]$compression_summary %>% dplyr::mutate_if(is.numeric, funs(round(.,4)))
compressionSummaryTable(mapA_compression_summary)| segmentLevel | noOfCells | noOfCellsBelowQuantizationError | percentOfCellsBelowQuantizationErrorThreshold | parameters |
|---|---|---|---|---|
| 1 | 440 | 355 | 0.81 | n_cells: 440 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
As it can be seen from the table above,
81% of the cells have hit the quantization
threshold error.Since we are successfully able to attain the desired
compression percentage, so we will not further subdivide the
cells
Now let’s try to understand plotHVT function. The parameters have been explained in detail below:
plotHVT(hvt.results, line.width, color.vec, pch1 = 21, centroid.size = 3, title = NULL, maxDepth = 1)hvt.results - A list containing the
output of the HVT function which has the details of the tessellations to
be plotted.
line.width - A vector indicating
the line widths of the tessellation boundaries for each layer.
color.vec - A vector indicating the
colors of the tessellations boundaries at each layer.
pch1 - Symbol, It plots the
centroids with a particular symbol such as (solid circle, bullet, filled
square, filled diamond) in the tessellations (parent levels).(default =
21 i.e filled circle).
centroid.size - Size of centroids
of first level tessellations (default = 3).
title - Set a title for the plot
(default = NULL).
Let’s plot the Voronoi tessellation for layer 1 (map A).
muHVT::plotHVT(map_A,
line.width = c(0.4),
color.vec = c("#141B41"),
centroid.size = 0.01,
maxDepth = 1) Figure 2: The Voronoi Tessellation for layer 1 (map A) shown for the 440 cells in the dataset ’computers’
Heat Maps
We will now overlay all the features as heatmap over the Voronoi Tessellation plot for better visualization and identification of patterns, trends, and variations in the data.
Let’s have a look at the function hvtHmap that we will
use to overlay features as heatmap.
hvtHmap(hvt.results, dataset, child.level, hmap.cols, color.vec ,line.width, palette.color = 6)hvt.results - A list of results
obtained from the HVT function (map_A).
dataset - A dataframe containing
the variables to overlay as a heatmap. The user can pass an external
dataset or the dataset that was used to perform hierarchical vector
quantization. The dataset should have the same number of points as the
dataset used to perform hierarchical Vector Quantization in the HVT
function.
child.level - A number indicating
the level for which the heat map is to be plotted.
hmap.cols - The column number of
column name from the dataset indicating the variables for which the heat
map is to be plotted. To plot the quantization error as heatmap, pass
'quant_error'. Similarly to plot the no of points in each
cell as heatmap, pass 'no_of_points' as a
parameter.
color.vec - A color vector such
that length(color.vec) = child.level, let say if the child.level is 2
then 2 color vector should be provided for each level. (default =
NULL).
line.width - A line width vector
such that length(line.width) = child.level, let say if the child.level
is 2 then 2 line width vector should be provided for each level (default
= NULL).
palette.color - A number indicating
the heat map color palette. 1 - rainbow, 2 - heat.colors, 3 -
terrain.colors, 4 - topo.colors, 5 - cm.colors, 6 - BlCyGrYlRd
(Blue,Cyan,Green,Yellow,Red) color (default = 6).
show.points - A boolean indicating
whether the centroids should be plotted on the tessellations (default =
FALSE).
Now let’s plot the Voronoi Tessellation with the heatmap overlaid for all the features in the torus data for better visualization and interpretation of data patterns and distributions.
The heatmaps displayed below provides a visual representation of the spatial characteristics of the computers data, allowing us to observe patterns and trends in the distribution of each of the features (n,price,speed,hd,ram,screen,ads). The sheer green shades highlight regions with higher values in each of the heatmaps, while the indigo shades indicate areas with the lowest values in each of the heatmaps. By analyzing these heatmaps, we can gain insights into the variations and relationships between each of these features within the computers data.
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "n",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 3: The Voronoi Tessellation with the heat map overlaid for No. of entities in each cell
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "price",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 4: The Voronoi Tessellation with the heat map overlaid for variable ’price’ in the ’computers’ dataset
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "speed",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 5: The Voronoi Tessellation with the heat map overlaid for variable ’speed’ in the ’computers’ dataset
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "hd",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 6: The Voronoi Tessellation with the heat map overlaid for variable ’hd’ in the ’computers’ dataset
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "ram",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 7: The Voronoi Tessellation with the heat map overlaid for variable ’ram’ in the ’computers’ dataset
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "screen",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 8: The Voronoi Tessellation with the heat map overlaid for variable ’screen’ in the ’computers’ dataset
hvtHmap(
map_A,
trainComputers,
child.level = 1,
hmap.cols = "ads",
line.width = c(0.2),
color.vec = c("#141B41"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 440,
) Figure 9: The Voronoi Tessellation with the heat map overlaid for variable ’ads’ in the ’computers’ dataset
Let us try to visualize the Map B from the flow diagram below.
Figure 10: Flow map with highlighted bounding box in red around map B
In this section, we will manually figure out the novelty cells from the plotted map A and store it in identified_Novelty_cells variable.
Note: For manual selecting the novelty cells from
map A, one can enhance its interactivity by adding plotly elements to
the code. This will transform map A into an interactive plot, allowing
users to actively engage with the data. By hovering over the centroids
of the cells, a tag containing segment child information
will be displayed. Users can explore the map by hovering over different
cells and selectively choose the novelty cells they wish to consider.
Added an image for reference.
Figure 11: Manually selecting novelty cells
The removeNovelty function removes the
identified novelty cell(s) from the training dataset (containing 5007
datapoints) and stores those records separately.
It takes input as the cell number (Segment.Child) of the manually
identified novelty cell(s) and the compressed HVT map (map A) with 440
cells. It returns a list of two items:
dataset with novelty records, and a subset of the
dataset without the novelty records.
identified_Novelty_cells <<- c(73,321,332,338,435) #73,321,332,338,435
output_list <- removeNovelty(identified_Novelty_cells, map_A)[1] “The following cell(s) have been removed as novelties from the dataset: 73 321 332 338 435”
data_with_novelty <- output_list[[1]]
dataset_without_novelty <- output_list[[2]]Let’s have a look at the data with novelties(containing 24 records). For the sake of brevity, we will only show the first 10 rows.
novelty_data <- data_with_novelty
novelty_data$Row.No <- row.names(novelty_data)
novelty_data <- novelty_data %>% dplyr::select("Row.No","Cell.ID","Cell.Number","price","speed","hd","ram","screen","ads")
colnames(novelty_data) <- c("Row.No","Cell.ID","Segment.Child","price","speed","hd","ram","screen","ads")
novelty_data %>% head(100) %>%
as.data.frame() %>%
Table(scroll = T, limit = 20)| Row.No | Cell.ID | Segment.Child | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|---|---|
| 1 | 429 | 73 | 3.0762240 | 0.6794579 | 0.0421969 | 4.2031619 | 0.4307274 | 0.7120258 |
| 2 | 438 | 321 | 2.6449847 | 0.6794579 | 6.5710368 | 1.3676416 | 0.4307274 | 0.6851382 |
| 3 | 438 | 321 | 1.6578103 | 2.2969425 | 6.5710368 | 1.3676416 | 0.4307274 | -1.2507722 |
| 4 | 439 | 332 | 0.9130997 | 0.6794579 | 4.6232922 | 2.7854017 | 0.4307274 | -2.4607161 |
| 5 | 439 | 332 | 1.8569770 | 1.1076156 | 4.6232922 | 4.2031619 | 2.6404120 | -2.4607161 |
| 6 | 439 | 332 | 1.5192595 | 2.2969425 | 4.6232922 | 4.2031619 | 0.4307274 | -2.4607161 |
| 7 | 439 | 332 | 1.4482522 | 1.1076156 | 4.6232922 | 4.2031619 | 0.4307274 | -2.4607161 |
| 8 | 439 | 332 | 1.8569770 | 1.1076156 | 4.6232922 | 4.2031619 | 2.6404120 | -2.4607161 |
| 9 | 439 | 332 | 1.1555636 | 2.2969425 | 4.6232922 | 2.7854017 | 0.4307274 | -2.4607161 |
| 10 | 439 | 332 | 1.7773103 | 1.1076156 | 4.6232922 | 4.2031619 | 0.4307274 | -2.4607161 |
| 11 | 439 | 332 | 1.3460710 | 0.6794579 | 4.6232922 | 4.2031619 | 0.4307274 | -2.4607161 |
| 12 | 439 | 332 | 1.4482522 | 1.1076156 | 4.6232922 | 4.2031619 | 0.4307274 | -2.4607161 |
| 13 | 218 | 338 | -1.4959522 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.2993903 |
| 14 | 218 | 338 | -1.5115391 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -1.9767386 |
| 15 | 218 | 338 | -1.1668940 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.2859465 |
| 16 | 218 | 338 | -1.4959522 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.4472723 |
| 17 | 218 | 338 | -1.5981334 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.2859465 |
| 18 | 218 | 338 | -1.1668940 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.2993903 |
| 19 | 218 | 338 | -1.1668940 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -2.4472723 |
| 20 | 218 | 338 | -1.3227637 | 0.6794579 | 0.4473277 | -0.7589986 | -0.6741149 | -1.9767386 |
The plotCells function is used to plot
the Voronoi tessellation using the compressed HVT map (map A) containing
440 cells and highlights the identified novelty cell(s) i.e 5 cells
(containing 24 records) in red on the map.
plotCells(identified_Novelty_cells, map_A,line.width = c(0.4),centroid.size = 0.01)Figure 12: The Voronoi Tessellation constructed using the compressed HVT map (map A) with the novelty cell(s) highlighted in red
We pass the dataframe with novelty records (24 records) to HVT function along with other model parameters mentioned below to generate map B (layer2)
Model Parameters
colnames(data_with_novelty) <- c("Cell.ID","Segment.Child","price","speed","hd","ram","screen","ads")
dataset_with_novelty <- data_with_novelty[,-1:-2]
map_B <- list()
mapA_scale_summary = map_A[[3]]$scale_summary
map_B <- muHVT::HVT(dataset_with_novelty,
n_cells = 12 , #6
depth = 1,
quant.err = 0.2,
projection.scale = 10,
normalize = F,
distance_metric = "L1_Norm",
error_metric = "max",
quant_method = "kmeans",
diagnose = F
)The datatable displayed below is the summary from map B (layer 2) showing Cell.ID, Centroids and Quantization Error for each of the 12 cells.
summaryTable(map_B[[3]]$summary,scroll = T,limit = 500)| Segment.Level | Segment.Parent | Segment.Child | n | Cell.ID | Quant.Error | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 1 | 6 | 0 | -1.08 | 0.68 | 0.45 | -0.76 | -0.67 | -1.98 |
| 1 | 1 | 2 | 1 | 3 | 0 | -1.51 | 0.68 | 0.45 | -0.76 | -0.67 | -1.98 |
| 1 | 1 | 3 | 2 | 1 | 0.01 | -1.55 | -0.08 | 0.45 | -0.76 | -0.67 | -1.98 |
| 1 | 1 | 4 | 2 | 11 | 0 | 1.86 | 1.11 | 4.62 | 4.20 | 2.64 | -2.46 |
| 1 | 1 | 5 | 1 | 7 | 0 | 3.08 | 0.68 | 0.04 | 4.20 | 0.43 | 0.71 |
| 1 | 1 | 6 | 5 | 8 | 0.31 | 1.39 | 0.94 | 4.62 | 3.92 | 0.43 | -2.46 |
| 1 | 1 | 7 | 1 | 12 | 0 | 5.51 | 0.68 | 3.07 | 4.20 | 2.64 | 0.50 |
| 1 | 1 | 8 | 2 | 9 | 0.15 | 1.34 | 2.30 | 4.62 | 3.49 | 0.43 | -2.46 |
| 1 | 1 | 9 | 1 | 4 | 0 | -1.32 | 0.68 | 0.45 | -0.76 | -0.67 | -1.98 |
| 1 | 1 | 10 | 3 | 2 | 0.02 | -1.53 | 0.68 | 0.45 | -0.76 | -0.67 | -2.34 |
| 1 | 1 | 11 | 2 | 10 | 0.38 | 2.15 | 1.49 | 6.57 | 1.37 | 0.43 | -0.28 |
| 1 | 1 | 12 | 3 | 5 | 0.02 | -1.17 | 0.68 | 0.45 | -0.76 | -0.67 | -2.34 |
Now let’s check the compression summary for HVT (map B). The table below shows no of cells, no of cells having quantization error below threshold and percentage of cells having quantization error below threshold for each level.
mapB_compression_summary <- map_B[[3]]$compression_summary %>% dplyr::mutate_if(is.numeric, funs(round(.,4)))
compressionSummaryTable(mapB_compression_summary)| segmentLevel | noOfCells | noOfCellsBelowQuantizationError | percentOfCellsBelowQuantizationErrorThreshold | parameters |
|---|---|---|---|---|
| 1 | 12 | 10 | 0.83 | n_cells: 12 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
As it can be seen from the table above,
83% of the cells have hit the quantization
threshold error.Since we are successfully able to attain the desired
compression percentage, so we will not further subdivide the
cells
Let us try to visualize the compressed Map C from the flow diagram below.
Figure 13:Flow map with highlighted bounding box in red around compressed map C
With the Novelties removed, we construct another hierarchical Voronoi tessellation map C layer 2 on the dataset without Novelty (containing 4986 records) and below mentioned model parameters.
Model Parameters
map_C <- list()
mapA_scale_summary = map_A[[3]]$scale_summary
map_C <- muHVT::HVT(dataset_without_novelty,
n_cells = 10,
depth = 2,
quant.err = 0.2,
projection.scale = 10,
normalize = F,
distance_metric = "L1_Norm",
error_metric = "max",
quant_method = "kmeans",
diagnose = F,
scale_summary = mapA_scale_summary)Now let’s check the compression summary for HVT (map C) where n_cell was set to 10. The table below shows no of cells, no of cells having quantization error below threshold and percentage of cells having quantization error below threshold for each level.
mapC_compression_summary <- map_C[[3]]$compression_summary %>% dplyr::mutate_if(is.numeric, funs(round(.,4)))
compressionSummaryTable(mapC_compression_summary)| segmentLevel | noOfCells | noOfCellsBelowQuantizationError | percentOfCellsBelowQuantizationErrorThreshold | parameters |
|---|---|---|---|---|
| 1 | 10 | 0 | 0 | n_cells: 10 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
| 2 | 100 | 7 | 0.07 | n_cells: 10 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
As it can be seen from the table above,
0% of the cells have hit the quantization
threshold error in level 1 and 7% of the
cells have hit the quantization threshold error in level 2
Since, we are yet to achive atleast 80% compression at depth 2. Let’s try to compress again using the below mentioned set of model parameters and the dataset without novelty (containing 4983 records).
Model Parameters
map_C <- list()
map_C <- muHVT::HVT(dataset_without_novelty,
n_cells = 23, #23
depth = 2,
quant.err = 0.2,
projection.scale = 10,
normalize = F,
distance_metric = "L1_Norm",
error_metric = "max",
quant_method = "kmeans",
diagnose = F,
scale_summary = mapA_scale_summary)The datatable displayed below is the summary from map C (layer2). showing Cell.ID, Centroids and Quantization Error for each of the 531 cells.
summaryTable(map_C[[3]]$summary,scroll = T,limit = 500)| Segment.Level | Segment.Parent | Segment.Child | n | Cell.ID | Quant.Error | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 391 | 512 | 0.56 | -1.27 | -1.04 | -0.91 | -0.83 | -0.59 | 0.86 |
| 1 | 1 | 2 | 105 | 96 | 1.02 | 2.08 | 0.75 | 0.11 | 0.71 | 2.64 | 0.56 |
| 1 | 1 | 3 | 190 | 55 | 1.37 | 1.48 | 0.02 | 2.32 | 2.63 | 0.12 | -0.22 |
| 1 | 1 | 4 | 86 | 15 | 0.94 | 0.87 | 1.27 | 2.61 | 2.57 | 1.33 | -1.76 |
| 1 | 1 | 5 | 257 | 326 | 0.49 | 0.41 | 0.45 | -0.08 | -0.20 | -0.67 | 0.66 |
| 1 | 1 | 6 | 116 | 201 | 0.77 | 1.57 | 0.45 | -0.24 | 0.27 | -0.30 | -1.30 |
| 1 | 1 | 7 | 235 | 228 | 0.58 | 0.85 | -0.82 | 0.42 | 1.37 | -0.47 | 0.52 |
| 1 | 1 | 8 | 149 | 185 | 0.84 | -0.79 | 1.73 | 0.76 | -0.22 | -0.28 | -1.75 |
| 1 | 1 | 9 | 353 | 306 | 0.69 | -0.77 | 0.55 | 0.28 | -0.22 | -0.17 | -0.79 |
| 1 | 1 | 10 | 234 | 297 | 0.54 | 0.25 | 0.50 | -0.11 | -0.16 | 0.43 | 0.66 |
| 1 | 1 | 11 | 330 | 478 | 0.56 | -1.18 | -0.79 | -0.70 | -0.76 | -0.52 | -0.69 |
| 1 | 1 | 12 | 373 | 434 | 0.6 | -0.50 | 0.40 | -0.84 | -0.84 | -0.56 | 0.66 |
| 1 | 1 | 13 | 209 | 147 | 0.81 | 1.32 | 0.99 | 0.36 | 1.37 | -0.01 | 0.70 |
| 1 | 1 | 14 | 337 | 471 | 0.36 | -0.51 | -0.97 | -0.87 | -0.75 | -0.67 | 0.57 |
| 1 | 1 | 15 | 283 | 404 | 0.71 | 0.06 | -0.40 | -0.78 | -0.40 | -0.42 | -1.42 |
| 1 | 1 | 16 | 168 | 142 | 0.85 | 0.13 | 0.66 | 0.48 | -0.02 | 2.64 | -0.97 |
| 1 | 1 | 17 | 285 | 384 | 0.53 | -0.04 | -0.96 | 0.05 | -0.12 | -0.65 | 0.54 |
| 1 | 1 | 18 | 118 | 301 | 0.75 | 0.35 | 2.30 | -0.13 | -0.29 | -0.28 | 0.82 |
| 1 | 1 | 19 | 256 | 414 | 0.47 | -0.47 | -0.84 | -0.43 | -0.48 | 0.43 | 0.60 |
| 1 | 1 | 20 | 78 | 57 | 1 | 0.18 | 1.67 | 2.05 | 1.31 | 0.39 | -1.97 |
| 1 | 1 | 21 | 171 | 360 | 0.64 | 0.24 | -0.46 | -0.37 | -0.41 | 2.64 | 0.59 |
| 1 | 1 | 22 | 170 | 130 | 1.28 | 0.28 | -0.01 | 1.64 | 0.99 | 0.21 | -0.62 |
| 1 | 1 | 23 | 89 | 219 | 0.88 | 1.98 | 0.59 | 0.20 | -0.20 | 0.12 | 0.58 |
| 2 | 1 | 1 | 19 | 528 | 0.09 | -1.31 | -1.17 | -1.19 | -1.11 | -0.67 | 0.99 |
| 2 | 1 | 2 | 18 | 479 | 0.31 | -1.42 | -0.87 | -0.21 | -0.72 | -0.67 | 0.53 |
| 2 | 1 | 3 | 28 | 521 | 0.1 | -1.47 | -1.22 | -1.11 | -0.76 | -0.67 | 0.89 |
| 2 | 1 | 4 | 10 | 530 | 0.14 | -1.84 | -1.04 | -1.20 | -1.11 | -0.67 | 0.79 |
| 2 | 1 | 5 | 27 | 519 | 0.1 | -1.20 | -1.09 | -1.19 | -1.11 | -0.67 | 0.50 |
| 2 | 1 | 6 | 13 | 524 | 0.18 | -1.36 | -1.10 | -0.99 | -0.87 | 0.43 | 1.36 |
| 2 | 1 | 7 | 5 | 523 | 0.04 | -1.19 | -1.27 | -0.78 | -0.76 | -0.67 | 1.57 |
| 2 | 1 | 8 | 23 | 494 | 0.06 | -1.18 | -0.89 | -0.78 | -0.76 | -0.67 | 0.72 |
| 2 | 1 | 9 | 27 | 514 | 0.14 | -1.35 | -1.27 | -1.08 | -0.76 | -0.67 | 0.39 |
| 2 | 1 | 10 | 35 | 510 | 0.1 | -1.08 | -1.27 | -0.88 | -0.76 | -0.67 | 0.90 |
| 2 | 1 | 11 | 6 | 529 | 0.15 | -1.22 | -0.62 | -1.19 | -1.11 | -0.67 | 1.50 |
| 2 | 1 | 12 | 10 | 513 | 0.07 | -0.95 | -0.89 | -0.85 | -0.76 | -0.67 | 1.57 |
| 2 | 1 | 13 | 10 | 517 | 0.22 | -1.70 | -1.19 | -0.73 | -0.83 | -0.67 | 0.57 |
| 2 | 1 | 14 | 11 | 472 | 0.17 | -1.19 | -1.13 | -0.33 | -0.05 | -0.67 | 0.97 |
| 2 | 1 | 15 | 11 | 507 | 0.19 | -1.00 | -0.93 | -1.17 | -0.63 | -0.67 | 0.97 |
| 2 | 1 | 16 | 7 | 531 | 0.07 | -1.58 | -1.27 | -1.18 | -0.96 | -0.67 | 1.57 |
| 2 | 1 | 17 | 26 | 499 | 0.09 | -1.31 | -0.89 | -0.92 | -0.76 | -0.67 | 0.36 |
| 2 | 1 | 18 | 23 | 515 | 0.07 | -0.99 | -0.89 | -1.19 | -1.11 | -0.67 | 0.92 |
| 2 | 1 | 19 | 13 | 520 | 0.14 | -1.56 | -0.98 | -0.74 | -0.76 | -0.67 | 1.34 |
| 2 | 1 | 20 | 15 | 489 | 0.12 | -1.05 | -0.89 | -0.26 | -0.76 | -0.67 | 1.31 |
| 2 | 1 | 21 | 16 | 503 | 0.18 | -1.48 | -0.79 | -0.73 | -0.76 | -0.67 | 0.76 |
| 2 | 1 | 22 | 15 | 518 | 0.26 | -1.37 | -1.07 | -1.09 | -1.07 | 0.43 | 0.66 |
| 2 | 1 | 23 | 23 | 500 | 0.07 | -1.03 | -0.89 | -0.82 | -0.76 | -0.67 | 1.06 |
| 2 | 2 | 1 | 4 | 108 | 0.12 | 2.31 | 0.68 | -0.12 | -0.05 | 2.64 | 1.31 |
| 2 | 2 | 2 | 3 | 118 | 0.11 | 2.53 | 0.68 | -0.47 | -0.76 | 2.64 | 0.36 |
| 2 | 2 | 3 | 7 | 99 | 0.21 | 1.06 | 0.80 | 0.29 | 1.37 | 2.64 | 0.35 |
| 2 | 2 | 4 | 2 | 89 | 0.06 | 1.09 | 2.30 | 0.25 | -0.05 | 2.64 | 1.57 |
| 2 | 2 | 5 | 7 | 59 | 0.13 | 3.21 | 0.68 | -0.27 | 1.37 | 2.64 | 0.53 |
| 2 | 2 | 6 | 7 | 88 | 0.11 | 1.85 | 0.68 | 0.16 | 1.37 | 2.64 | 0.85 |
| 2 | 2 | 7 | 2 | 145 | 0.11 | 1.14 | 0.68 | 0.10 | -0.05 | 2.64 | 1.36 |
| 2 | 2 | 8 | 3 | 38 | 0.11 | 3.32 | 0.68 | -0.27 | 1.37 | 2.64 | -0.78 |
| 2 | 2 | 9 | 6 | 100 | 0.17 | 2.86 | 0.68 | 0.10 | -0.05 | 2.64 | 0.48 |
| 2 | 2 | 10 | 2 | 24 | 0.11 | 3.50 | 2.30 | 1.23 | -0.05 | 2.64 | -0.23 |
| 2 | 2 | 11 | 2 | 12 | 0.38 | 4.64 | 0.68 | 1.36 | 0.66 | 2.64 | 0.37 |
| 2 | 2 | 12 | 6 | 56 | 0.25 | 1.52 | 2.30 | 0.32 | 1.37 | 2.64 | 0.77 |
| 2 | 2 | 13 | 4 | 50 | 0.34 | 1.64 | 0.49 | 1.90 | 1.37 | 2.64 | 0.14 |
| 2 | 2 | 14 | 13 | 76 | 0.22 | 2.42 | 0.68 | 0.03 | 1.37 | 2.64 | 0.53 |
| 2 | 2 | 15 | 4 | 103 | 0.12 | 1.08 | 2.30 | 0.14 | -0.05 | 2.64 | 0.52 |
| 2 | 2 | 16 | 11 | 167 | 0.13 | 1.23 | 0.68 | -0.20 | -0.05 | 2.64 | 0.59 |
| 2 | 2 | 17 | 1 | 107 | 0 | 1.99 | -0.08 | 0.49 | -0.05 | 2.64 | -0.62 |
| 2 | 2 | 18 | 4 | 84 | 0.15 | 1.52 | 0.68 | 0.34 | 1.37 | 2.64 | 1.36 |
| 2 | 2 | 19 | 5 | 169 | 0.17 | 1.81 | -0.08 | -0.29 | -0.19 | 2.64 | 0.99 |
| 2 | 2 | 20 | 4 | 70 | 0.11 | 2.69 | -0.89 | -0.27 | 1.37 | 2.64 | 0.69 |
| 2 | 2 | 21 | 4 | 122 | 0.11 | 1.99 | 0.68 | 0.22 | -0.05 | 2.64 | 0.57 |
| 2 | 2 | 22 | 3 | 60 | 0.12 | 2.74 | -0.89 | -0.27 | 1.37 | 2.64 | -0.78 |
| 2 | 2 | 23 | 1 | 195 | 0 | 1.63 | 0.68 | -0.95 | -0.76 | 2.64 | 0.69 |
| 2 | 3 | 1 | 5 | 39 | 0.04 | 1.54 | -0.08 | 2.29 | 2.79 | 0.43 | -0.81 |
| 2 | 3 | 2 | 3 | 9 | 0.05 | 1.71 | -0.89 | 2.29 | 2.79 | 2.64 | -0.55 |
| 2 | 3 | 3 | 10 | 51 | 0.07 | 1.10 | -0.08 | 2.29 | 2.79 | 0.43 | -0.56 |
| 2 | 3 | 4 | 5 | 32 | 0.39 | 3.74 | -0.10 | 2.60 | 1.37 | -0.67 | 0.96 |
| 2 | 3 | 5 | 3 | 19 | 0.02 | 2.16 | 2.30 | 2.29 | 2.79 | -0.67 | 0.04 |
| 2 | 3 | 6 | 1 | 20 | 0 | 2.03 | 2.30 | 2.29 | 2.79 | 0.43 | 0.35 |
| 2 | 3 | 7 | 16 | 49 | 0.18 | 1.49 | -0.89 | 2.29 | 2.79 | 0.43 | -0.06 |
| 2 | 3 | 8 | 7 | 40 | 0.09 | 1.80 | -0.08 | 2.29 | 2.79 | 0.43 | -0.26 |
| 2 | 3 | 9 | 2 | 54 | 0.05 | 2.90 | 0.68 | 3.73 | -0.05 | -0.67 | 0.69 |
| 2 | 3 | 10 | 1 | 91 | 0 | 1.16 | 0.68 | 2.29 | 1.37 | -0.67 | 0.04 |
| 2 | 3 | 11 | 7 | 46 | 0.05 | 1.16 | 0.68 | 2.29 | 2.79 | 0.43 | -0.49 |
| 2 | 3 | 12 | 4 | 77 | 0.12 | 1.66 | 0.68 | 2.44 | 1.37 | 0.43 | 0.80 |
| 2 | 3 | 13 | 7 | 37 | 0.08 | 1.63 | 0.68 | 2.29 | 2.79 | 0.43 | -0.73 |
| 2 | 3 | 14 | 12 | 53 | 0.1 | 1.69 | 0.68 | 2.29 | 2.79 | -0.67 | 0.38 |
| 2 | 3 | 15 | 2 | 43 | 0.04 | 3.07 | 0.68 | 2.29 | 1.37 | -0.67 | -0.87 |
| 2 | 3 | 16 | 5 | 23 | 0.04 | 2.06 | 2.30 | 2.29 | 2.79 | -0.67 | 0.35 |
| 2 | 3 | 17 | 12 | 45 | 0.06 | 0.92 | 0.68 | 2.29 | 2.79 | 0.43 | -0.86 |
| 2 | 3 | 18 | 5 | 82 | 0.13 | 1.35 | 0.68 | 2.47 | 1.37 | 0.43 | 0.11 |
| 2 | 3 | 19 | 5 | 17 | 0.04 | 2.23 | 2.30 | 2.29 | 2.79 | -0.67 | 0.69 |
| 2 | 3 | 20 | 24 | 61 | 0.12 | 1.30 | -0.89 | 2.29 | 2.79 | -0.67 | 0.33 |
| 2 | 3 | 21 | 9 | 36 | 0.18 | 2.07 | 0.68 | 2.29 | 2.79 | 0.43 | -0.03 |
| 2 | 3 | 22 | 13 | 52 | 0.11 | 0.65 | -0.08 | 2.29 | 2.79 | 0.43 | -1.03 |
| 2 | 3 | 23 | 32 | 48 | 0.13 | 1.15 | -0.89 | 2.29 | 2.79 | 0.43 | -0.66 |
| 2 | 4 | 1 | 5 | 7 | 0.11 | 0.51 | 2.30 | 2.05 | 1.37 | 2.64 | -2.33 |
| 2 | 4 | 2 | 8 | 18 | 0.07 | 0.52 | 0.68 | 3.07 | 2.79 | 0.43 | -2.36 |
| 2 | 4 | 3 | 6 | 41 | 0.05 | 0.79 | 0.68 | 2.29 | 2.79 | 0.43 | -1.24 |
| 2 | 4 | 4 | 2 | 3 | 0 | 1.08 | 2.30 | 3.07 | 2.79 | 0.43 | -2.46 |
| 2 | 4 | 5 | 3 | 8 | 0.13 | 1.91 | 0.43 | 2.29 | 2.79 | 2.64 | -0.55 |
| 2 | 4 | 6 | 1 | 11 | 0 | 0.01 | 1.11 | 3.07 | 2.79 | 0.43 | -2.45 |
| 2 | 4 | 7 | 3 | 26 | 0.03 | 0.73 | -0.08 | 3.07 | 2.79 | 0.43 | -1.98 |
| 2 | 4 | 8 | 1 | 4 | 0 | 0.99 | -0.08 | 3.07 | 2.79 | 2.64 | -1.98 |
| 2 | 4 | 9 | 3 | 2 | 0.05 | 1.48 | 2.30 | 2.29 | 2.79 | 2.64 | -1.08 |
| 2 | 4 | 10 | 2 | 14 | 0.02 | 0.81 | 0.68 | 3.07 | 2.79 | 0.43 | -2.46 |
| 2 | 4 | 11 | 1 | 6 | 0 | 0.74 | 2.30 | 3.07 | 2.79 | 0.43 | -1.98 |
| 2 | 4 | 12 | 2 | 16 | 0.02 | 0.89 | 1.11 | 3.07 | 2.79 | 0.43 | -1.98 |
| 2 | 4 | 13 | 2 | 29 | 0.04 | 0.84 | 2.30 | 1.70 | 1.37 | 2.64 | -1.02 |
| 2 | 4 | 14 | 6 | 5 | 0.03 | 0.74 | 2.30 | 3.07 | 2.79 | 0.43 | -2.40 |
| 2 | 4 | 15 | 7 | 1 | 0.23 | 1.03 | 1.16 | 3.07 | 2.79 | 2.64 | -2.34 |
| 2 | 4 | 16 | 5 | 25 | 0.02 | 1.02 | 2.30 | 2.29 | 2.79 | 0.43 | -1.23 |
| 2 | 4 | 17 | 6 | 22 | 0.25 | 0.85 | -0.22 | 2.29 | 2.79 | 2.64 | -0.97 |
| 2 | 4 | 18 | 2 | 13 | 0.05 | 1.21 | 0.68 | 2.29 | 2.79 | 2.64 | -1.10 |
| 2 | 4 | 19 | 5 | 30 | 0.11 | 0.32 | 0.68 | 2.17 | 1.37 | 2.64 | -2.29 |
| 2 | 4 | 20 | 6 | 10 | 0.04 | 0.69 | 1.11 | 3.07 | 2.79 | 0.43 | -2.32 |
| 2 | 4 | 21 | 1 | 34 | 0 | 0.30 | -0.08 | 2.29 | 1.37 | 2.64 | -1.98 |
| 2 | 4 | 22 | 6 | 21 | 0.06 | 1.46 | 2.30 | 2.29 | 2.79 | 0.43 | -1.01 |
| 2 | 4 | 23 | 3 | 28 | 0.01 | 1.00 | 2.30 | 2.29 | 2.79 | 0.43 | -0.79 |
| 2 | 5 | 1 | 24 | 300 | 0.13 | 0.57 | 0.68 | 0.13 | -0.05 | -0.67 | 0.72 |
| 2 | 5 | 2 | 9 | 332 | 0.08 | -0.44 | 0.68 | -0.04 | -0.05 | -0.67 | 0.21 |
| 2 | 5 | 3 | 5 | 310 | 0.12 | 0.37 | -0.08 | 0.29 | -0.05 | -0.67 | -0.14 |
| 2 | 5 | 4 | 21 | 312 | 0.17 | 0.35 | 0.86 | 0.11 | -0.05 | -0.67 | 1.39 |
| 2 | 5 | 5 | 6 | 311 | 0.06 | -0.28 | 0.68 | 0.45 | -0.05 | -0.67 | 0.30 |
| 2 | 5 | 6 | 8 | 287 | 0.15 | 0.45 | 0.68 | 0.16 | -0.05 | -0.67 | -0.20 |
| 2 | 5 | 7 | 5 | 305 | 0.06 | -0.07 | 0.68 | 0.45 | -0.05 | -0.67 | 0.48 |
| 2 | 5 | 8 | 7 | 333 | 0.12 | 0.31 | 0.68 | -0.57 | -0.05 | -0.67 | 0.57 |
| 2 | 5 | 9 | 12 | 319 | 0.06 | -0.12 | 0.68 | 0.04 | -0.05 | -0.67 | 0.14 |
| 2 | 5 | 10 | 13 | 358 | 0.15 | -0.04 | -0.08 | 0.00 | -0.05 | -0.67 | 0.83 |
| 2 | 5 | 11 | 11 | 371 | 0.16 | 0.41 | 0.68 | -0.40 | -0.76 | -0.67 | 0.94 |
| 2 | 5 | 12 | 7 | 314 | 0.16 | 1.02 | 0.68 | -0.39 | -0.15 | -0.67 | 1.12 |
| 2 | 5 | 13 | 17 | 363 | 0.2 | 0.66 | 0.63 | -0.69 | -0.76 | -0.67 | 0.15 |
| 2 | 5 | 14 | 15 | 278 | 0.11 | 1.06 | 0.68 | 0.06 | -0.05 | -0.67 | 0.76 |
| 2 | 5 | 15 | 8 | 356 | 0.16 | 0.13 | 0.79 | -0.13 | -0.76 | -0.67 | 0.38 |
| 2 | 5 | 16 | 11 | 275 | 0.19 | 1.06 | 0.68 | -0.09 | -0.05 | -0.67 | 0.19 |
| 2 | 5 | 17 | 23 | 334 | 0.13 | 0.51 | -0.08 | 0.01 | -0.05 | -0.67 | 0.91 |
| 2 | 5 | 18 | 17 | 324 | 0.11 | 0.69 | -0.08 | -0.08 | -0.05 | -0.67 | 0.46 |
| 2 | 5 | 19 | 12 | 402 | 0.15 | 0.15 | -0.08 | -0.20 | -0.76 | -0.67 | 0.94 |
| 2 | 5 | 20 | 7 | 386 | 0.14 | 1.08 | -0.08 | -0.62 | -0.76 | -0.67 | 0.63 |
| 2 | 5 | 21 | 12 | 336 | 0.2 | -0.17 | 0.68 | -0.04 | -0.05 | -0.67 | 0.86 |
| 2 | 5 | 22 | 7 | 364 | 0.13 | 0.24 | -0.08 | -0.05 | -0.05 | -0.67 | 1.57 |
| 2 | 5 | 23 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 6 | 1 | 6 | 184 | 0.1 | 2.46 | 0.68 | 0.21 | -0.05 | -0.67 | -0.87 |
| 2 | 6 | 2 | 9 | 133 | 0.29 | 1.43 | 0.51 | -0.44 | 1.37 | 0.43 | -1.15 |
| 2 | 6 | 3 | 2 | 233 | 0.08 | 1.08 | 0.68 | 0.47 | -0.05 | -0.67 | -0.71 |
| 2 | 6 | 4 | 9 | 247 | 0.22 | 0.90 | 0.59 | -0.69 | -0.13 | 0.43 | -1.39 |
| 2 | 6 | 5 | 2 | 194 | 0.08 | 2.30 | 0.30 | -0.32 | -0.05 | -0.67 | -1.71 |
| 2 | 6 | 6 | 8 | 238 | 0.26 | 1.04 | 0.58 | -0.29 | -0.14 | 0.43 | -0.77 |
| 2 | 6 | 7 | 9 | 127 | 0.06 | 2.98 | 0.68 | 0.28 | -0.05 | -0.67 | -1.67 |
| 2 | 6 | 8 | 4 | 165 | 0.11 | 1.26 | -0.08 | -0.07 | 1.37 | -0.67 | -1.37 |
| 2 | 6 | 9 | 5 | 124 | 0.19 | 1.76 | 0.53 | -0.29 | 1.37 | -0.67 | -1.66 |
| 2 | 6 | 10 | 1 | 101 | 0 | 3.77 | 0.68 | 0.15 | -0.05 | -0.67 | -1.72 |
| 2 | 6 | 11 | 5 | 292 | 0.22 | 1.44 | 0.53 | -0.77 | -0.33 | -0.67 | -1.67 |
| 2 | 6 | 12 | 1 | 365 | 0 | 1.35 | -0.08 | -0.67 | -0.76 | -0.67 | -0.62 |
| 2 | 6 | 13 | 4 | 149 | 0.06 | 1.43 | 0.68 | 0.15 | 1.37 | -0.67 | -0.87 |
| 2 | 6 | 14 | 10 | 197 | 0.2 | 1.57 | 0.68 | -0.47 | -0.33 | 0.43 | -1.64 |
| 2 | 6 | 15 | 3 | 159 | 0.2 | 1.48 | 2.30 | 0.28 | -0.05 | -0.67 | -0.87 |
| 2 | 6 | 16 | 3 | 280 | 0.1 | 0.85 | -0.08 | 0.22 | -0.05 | -0.67 | -0.68 |
| 2 | 6 | 17 | 9 | 191 | 0.15 | 1.09 | -0.93 | -0.29 | 1.37 | -0.67 | -1.62 |
| 2 | 6 | 18 | 4 | 140 | 0.08 | 3.03 | -0.08 | 0.15 | -0.05 | -0.67 | -1.65 |
| 2 | 6 | 19 | 7 | 294 | 0.05 | 0.73 | 0.68 | -0.69 | -0.05 | -0.67 | -1.60 |
| 2 | 6 | 20 | 3 | 112 | 0.09 | 2.96 | 0.68 | 0.12 | -0.05 | 0.43 | -1.72 |
| 2 | 6 | 21 | 2 | 270 | 0.04 | 1.61 | 0.68 | -0.71 | -0.05 | -0.67 | -0.87 |
| 2 | 6 | 22 | 8 | 279 | 0.09 | 0.84 | 0.68 | -0.36 | -0.05 | -0.67 | -0.84 |
| 2 | 6 | 23 | 2 | 237 | 0.08 | 2.30 | -0.49 | 0.15 | -0.05 | -0.67 | -1.12 |
| 2 | 7 | 1 | 8 | 210 | 0.16 | 0.51 | -1.18 | 0.46 | 1.37 | 0.43 | 1.10 |
| 2 | 7 | 2 | 16 | 231 | 0.12 | 1.01 | -0.91 | 0.35 | 1.37 | -0.67 | 0.40 |
| 2 | 7 | 3 | 12 | 211 | 0.1 | 1.39 | -0.89 | 0.37 | 1.37 | -0.67 | 0.29 |
| 2 | 7 | 4 | 8 | 209 | 0.06 | 0.35 | -0.89 | 1.20 | 1.37 | -0.67 | 0.35 |
| 2 | 7 | 5 | 5 | 263 | 0.05 | 0.58 | -0.89 | 0.45 | 1.37 | -0.67 | 1.57 |
| 2 | 7 | 6 | 12 | 202 | 0.18 | 0.49 | -1.02 | 0.55 | 1.37 | 0.43 | 0.36 |
| 2 | 7 | 7 | 14 | 264 | 0.08 | 0.43 | -0.89 | 0.45 | 1.37 | -0.67 | 0.64 |
| 2 | 7 | 8 | 2 | 166 | 0.09 | 0.99 | -0.08 | 0.45 | 1.37 | 0.43 | 0.26 |
| 2 | 7 | 9 | 11 | 216 | 0.14 | 0.82 | -1.03 | 0.15 | 1.37 | -0.67 | -0.85 |
| 2 | 7 | 10 | 20 | 220 | 0.09 | 1.20 | -0.91 | 0.45 | 1.37 | -0.67 | 0.84 |
| 2 | 7 | 11 | 9 | 265 | 0.07 | 0.48 | -1.27 | 0.45 | 1.37 | -0.67 | 0.66 |
| 2 | 7 | 12 | 14 | 190 | 0.21 | 1.09 | -0.89 | 0.28 | 1.37 | 0.43 | 0.63 |
| 2 | 7 | 13 | 9 | 222 | 0.09 | 0.82 | -1.06 | 0.45 | 1.37 | -0.67 | -0.07 |
| 2 | 7 | 14 | 7 | 168 | 0.2 | 0.97 | -1.00 | 0.03 | 1.37 | 0.43 | -0.83 |
| 2 | 7 | 15 | 9 | 204 | 0.2 | 0.72 | -0.08 | 0.45 | 1.37 | -0.55 | 1.43 |
| 2 | 7 | 16 | 17 | 243 | 0.09 | 0.82 | -0.98 | 0.46 | 1.37 | -0.67 | 0.95 |
| 2 | 7 | 17 | 7 | 262 | 0.04 | 0.22 | -0.89 | 0.45 | 1.37 | -0.67 | 0.04 |
| 2 | 7 | 18 | 7 | 285 | 0.07 | 0.28 | -1.22 | 0.45 | 1.37 | -0.67 | 1.12 |
| 2 | 7 | 19 | 6 | 179 | 0.12 | 1.31 | -0.08 | 0.35 | 1.37 | -0.67 | -0.26 |
| 2 | 7 | 20 | 17 | 189 | 0.14 | 1.26 | -0.08 | 0.46 | 1.37 | -0.67 | 0.84 |
| 2 | 7 | 21 | 3 | 316 | 0.02 | 0.10 | -1.27 | 0.45 | 1.37 | -0.67 | 1.57 |
| 2 | 7 | 22 | 11 | 183 | 0.11 | 1.44 | -0.08 | 0.34 | 1.37 | -0.67 | 0.42 |
| 2 | 7 | 23 | 11 | 251 | 0.09 | 0.72 | -1.24 | 0.29 | 1.37 | -0.67 | 0.36 |
| 2 | 8 | 1 | 5 | 116 | 0.08 | -0.74 | 0.68 | 1.70 | -0.05 | 0.43 | -2.35 |
| 2 | 8 | 2 | 2 | 282 | 0 | -1.43 | 0.68 | 0.45 | -0.76 | 0.43 | -2.29 |
| 2 | 8 | 3 | 8 | 182 | 0.09 | -0.47 | 2.30 | 0.49 | -0.05 | 0.43 | -0.85 |
| 2 | 8 | 4 | 10 | 236 | 0.19 | -0.61 | 2.30 | 0.49 | -0.05 | -0.67 | -1.01 |
| 2 | 8 | 5 | 13 | 87 | 0.15 | -0.66 | 2.30 | 1.70 | -0.05 | -0.16 | -2.28 |
| 2 | 8 | 6 | 4 | 117 | 0.13 | -1.29 | 0.49 | 2.29 | -0.76 | -0.67 | -2.17 |
| 2 | 8 | 7 | 2 | 64 | 0.02 | -1.12 | 2.30 | 2.29 | -0.76 | -0.67 | -2.37 |
| 2 | 8 | 8 | 3 | 104 | 0.06 | -0.17 | 2.30 | 2.29 | -0.05 | -0.67 | -0.98 |
| 2 | 8 | 9 | 4 | 170 | 0.08 | -0.90 | 1.11 | 1.35 | -0.05 | 0.43 | -1.21 |
| 2 | 8 | 10 | 7 | 146 | 0.07 | -0.91 | 2.30 | 0.47 | -0.05 | -0.67 | -2.34 |
| 2 | 8 | 11 | 12 | 409 | 0.11 | -0.78 | 2.30 | -0.33 | -0.76 | -0.67 | -1.03 |
| 2 | 8 | 12 | 7 | 241 | 0.1 | -0.19 | 2.30 | 0.33 | -0.05 | -0.67 | -0.89 |
| 2 | 8 | 13 | 4 | 258 | 0.09 | 0.04 | 2.30 | -0.08 | -0.05 | -0.67 | -1.04 |
| 2 | 8 | 14 | 9 | 330 | 0.09 | -1.17 | 2.30 | 0.45 | -0.76 | -0.67 | -2.26 |
| 2 | 8 | 15 | 6 | 212 | 0.13 | -0.74 | 0.68 | 0.30 | -0.05 | 0.43 | -2.40 |
| 2 | 8 | 16 | 7 | 175 | 0.07 | -0.53 | 2.30 | 0.49 | -0.05 | 0.43 | -1.23 |
| 2 | 8 | 17 | 4 | 109 | 0.04 | -0.38 | 2.30 | 1.70 | -0.05 | 0.43 | -1.05 |
| 2 | 8 | 18 | 10 | 144 | 0.09 | -0.89 | 0.68 | 1.70 | -0.05 | -0.67 | -2.20 |
| 2 | 8 | 19 | 1 | 283 | 0 | -1.59 | 0.68 | -0.19 | -0.05 | 0.43 | -2.29 |
| 2 | 8 | 20 | 7 | 123 | 0.17 | -0.94 | 2.30 | 0.46 | -0.35 | 0.43 | -2.27 |
| 2 | 8 | 21 | 3 | 329 | 0.06 | -0.86 | 2.30 | -0.29 | -0.76 | 0.43 | -0.98 |
| 2 | 8 | 22 | 21 | 277 | 0.11 | -1.16 | 0.68 | 0.48 | -0.05 | -0.67 | -2.25 |
| 2 | 8 | 23 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 9 | 1 | 33 | 331 | 0.22 | -0.57 | -0.08 | 0.41 | -0.05 | -0.67 | -0.71 |
| 2 | 9 | 2 | 10 | 368 | 0.19 | -0.75 | 0.68 | -0.60 | -0.76 | 0.43 | -0.42 |
| 2 | 9 | 3 | 13 | 423 | 0.19 | -1.02 | 0.68 | -0.69 | -0.70 | -0.67 | -0.83 |
| 2 | 9 | 4 | 8 | 335 | 0.2 | -0.08 | 0.68 | -0.49 | -0.23 | -0.67 | -0.86 |
| 2 | 9 | 5 | 15 | 377 | 0.21 | -1.31 | -0.08 | 0.30 | -0.76 | 0.43 | -0.98 |
| 2 | 9 | 6 | 8 | 224 | 0.04 | -0.74 | 1.11 | 0.50 | -0.05 | 0.43 | -1.22 |
| 2 | 9 | 7 | 22 | 261 | 0.13 | -0.22 | 0.68 | 0.29 | -0.05 | 0.43 | -0.60 |
| 2 | 9 | 8 | 14 | 381 | 0.28 | -0.89 | 0.57 | -0.09 | -0.51 | -0.67 | -0.23 |
| 2 | 9 | 9 | 14 | 257 | 0.08 | -0.64 | 0.68 | 0.49 | -0.05 | 0.43 | -0.76 |
| 2 | 9 | 10 | 13 | 354 | 0.27 | -1.37 | 0.33 | 0.47 | -0.27 | -0.67 | -0.93 |
| 2 | 9 | 11 | 9 | 248 | 0.16 | -1.00 | 0.68 | 0.57 | -0.05 | 0.43 | -1.22 |
| 2 | 9 | 12 | 23 | 323 | 0.13 | -0.51 | 0.68 | 0.02 | -0.05 | -0.67 | -0.46 |
| 2 | 9 | 13 | 10 | 344 | 0.25 | -1.39 | 0.68 | -0.30 | -0.48 | 0.43 | -1.23 |
| 2 | 9 | 14 | 11 | 267 | 0.11 | -1.03 | 0.68 | 0.41 | -0.05 | 0.43 | -0.85 |
| 2 | 9 | 15 | 20 | 422 | 0.17 | -1.43 | 0.68 | -0.23 | -0.72 | -0.67 | -1.02 |
| 2 | 9 | 16 | 23 | 206 | 0.26 | -0.52 | 0.70 | 1.25 | -0.05 | 0.43 | -0.79 |
| 2 | 9 | 17 | 8 | 304 | 0.13 | -0.86 | 0.68 | -0.12 | -0.05 | 0.43 | -0.39 |
| 2 | 9 | 18 | 8 | 240 | 0.05 | -0.72 | 1.11 | 0.50 | -0.05 | 0.43 | -0.83 |
| 2 | 9 | 19 | 32 | 303 | 0.35 | -0.82 | 0.68 | 0.33 | 0.04 | -0.67 | -1.07 |
| 2 | 9 | 20 | 13 | 317 | 0.16 | -1.11 | 0.68 | 0.34 | -0.76 | 0.43 | -0.90 |
| 2 | 9 | 21 | 10 | 308 | 0.22 | -0.75 | -0.24 | 0.33 | -0.05 | 0.43 | -0.69 |
| 2 | 9 | 22 | 33 | 296 | 0.2 | -0.39 | 0.68 | 0.55 | -0.05 | -0.67 | -0.56 |
| 2 | 9 | 23 | 3 | 196 | 0.03 | -0.83 | -0.08 | 1.70 | -0.05 | -0.67 | -1.98 |
| 2 | 10 | 1 | 4 | 269 | 0.07 | 0.51 | 0.68 | -0.55 | -0.05 | 0.43 | -0.62 |
| 2 | 10 | 2 | 8 | 327 | 0.1 | -0.43 | 0.68 | -0.12 | -0.05 | 0.43 | 1.46 |
| 2 | 10 | 3 | 23 | 318 | 0.15 | 0.23 | -0.08 | -0.23 | -0.05 | 0.43 | 0.69 |
| 2 | 10 | 4 | 3 | 346 | 0.12 | -0.04 | 0.68 | -0.74 | -0.76 | 0.43 | -0.31 |
| 2 | 10 | 5 | 9 | 271 | 0.17 | 0.14 | 0.73 | 0.34 | -0.05 | 0.43 | 1.57 |
| 2 | 10 | 6 | 10 | 273 | 0.12 | 0.92 | 0.68 | -0.54 | -0.05 | 0.43 | 0.74 |
| 2 | 10 | 7 | 9 | 299 | 0.11 | 0.93 | -0.08 | -0.36 | -0.05 | 0.43 | 0.66 |
| 2 | 10 | 8 | 6 | 307 | 0.08 | -0.01 | 0.68 | -0.52 | -0.05 | 0.43 | 0.38 |
| 2 | 10 | 9 | 8 | 289 | 0.15 | 0.67 | -0.08 | -0.27 | -0.05 | 0.43 | -0.15 |
| 2 | 10 | 10 | 13 | 325 | 0.26 | 0.16 | -0.08 | 0.00 | -0.16 | 0.43 | 1.23 |
| 2 | 10 | 11 | 13 | 315 | 0.18 | -0.46 | 0.68 | -0.14 | -0.05 | 0.43 | 0.64 |
| 2 | 10 | 12 | 10 | 259 | 0.12 | 0.83 | 0.68 | -0.14 | -0.05 | 0.43 | 0.32 |
| 2 | 10 | 13 | 7 | 234 | 0.06 | -0.20 | 0.68 | 1.23 | -0.05 | 0.43 | 0.35 |
| 2 | 10 | 14 | 12 | 260 | 0.16 | 0.74 | 0.72 | 0.08 | -0.05 | 0.43 | 0.89 |
| 2 | 10 | 15 | 8 | 249 | 0.12 | 0.66 | 0.68 | 0.48 | -0.14 | 0.43 | 0.81 |
| 2 | 10 | 16 | 13 | 268 | 0.09 | 0.04 | 0.68 | 0.49 | -0.05 | 0.43 | 0.60 |
| 2 | 10 | 17 | 11 | 256 | 0.11 | 0.31 | 0.68 | 0.24 | -0.05 | 0.43 | -0.06 |
| 2 | 10 | 18 | 6 | 342 | 0.17 | 0.82 | 0.30 | -0.76 | -0.76 | 0.43 | 0.64 |
| 2 | 10 | 19 | 8 | 302 | 0.15 | 0.22 | 0.68 | -0.33 | -0.05 | 0.43 | 1.20 |
| 2 | 10 | 20 | 12 | 370 | 0.24 | -0.28 | 0.75 | -0.51 | -0.76 | 0.43 | 0.84 |
| 2 | 10 | 21 | 19 | 281 | 0.11 | 0.29 | 0.68 | -0.07 | -0.05 | 0.43 | 0.64 |
| 2 | 10 | 22 | 9 | 290 | 0.13 | -0.34 | 0.68 | 0.15 | -0.05 | 0.43 | 0.20 |
| 2 | 10 | 23 | 13 | 351 | 0.11 | 0.21 | 0.68 | -0.70 | -0.76 | 0.43 | 0.66 |
| 2 | 11 | 1 | 10 | 411 | 0.22 | -1.09 | -0.93 | 0.23 | -0.12 | -0.67 | -0.72 |
| 2 | 11 | 2 | 14 | 502 | 0.14 | -1.13 | -0.97 | -1.01 | -0.86 | -0.67 | -0.09 |
| 2 | 11 | 3 | 7 | 481 | 0.2 | -0.81 | -0.08 | -1.20 | -1.11 | -0.36 | -0.96 |
| 2 | 11 | 4 | 19 | 516 | 0.16 | -0.95 | -0.95 | -1.13 | -0.91 | -0.67 | -1.64 |
| 2 | 11 | 5 | 14 | 482 | 0.12 | -1.58 | -0.89 | -0.16 | -0.76 | -0.67 | -0.68 |
| 2 | 11 | 6 | 24 | 498 | 0.16 | -1.36 | -0.94 | -0.85 | -0.77 | -0.67 | -0.46 |
| 2 | 11 | 7 | 17 | 527 | 0.25 | -1.29 | -1.25 | -1.06 | -0.84 | -0.61 | -1.65 |
| 2 | 11 | 8 | 23 | 484 | 0.15 | -1.01 | -0.92 | -0.84 | -0.79 | -0.67 | -0.72 |
| 2 | 11 | 9 | 18 | 509 | 0.1 | -1.67 | -0.91 | -0.78 | -0.76 | -0.67 | -0.75 |
| 2 | 11 | 10 | 10 | 435 | 0.15 | -0.94 | -0.08 | -0.59 | -0.69 | -0.67 | -0.89 |
| 2 | 11 | 11 | 19 | 491 | 0.25 | -1.54 | -0.93 | -0.50 | -0.74 | -0.67 | -0.11 |
| 2 | 11 | 12 | 12 | 452 | 0.25 | -1.47 | -0.76 | -0.12 | -0.79 | 0.43 | -0.55 |
| 2 | 11 | 13 | 8 | 445 | 0.17 | -1.22 | -0.08 | -0.43 | -0.67 | -0.67 | -0.19 |
| 2 | 11 | 14 | 8 | 427 | 0.08 | -0.60 | -0.89 | -0.75 | -0.05 | -0.67 | -0.70 |
| 2 | 11 | 15 | 17 | 466 | 0.16 | -0.52 | -0.98 | -0.84 | -0.76 | -0.67 | -0.67 |
| 2 | 11 | 16 | 17 | 511 | 0.16 | -1.09 | -1.00 | -1.06 | -0.88 | -0.67 | -1.12 |
| 2 | 11 | 17 | 8 | 437 | 0.08 | -0.69 | -0.08 | -0.75 | -0.76 | -0.67 | -0.48 |
| 2 | 11 | 18 | 9 | 465 | 0.09 | -1.33 | -0.08 | -0.78 | -0.76 | -0.67 | -0.56 |
| 2 | 11 | 19 | 10 | 525 | 0.18 | -1.69 | -1.19 | -1.13 | -0.90 | -0.67 | -0.23 |
| 2 | 11 | 20 | 30 | 473 | 0.29 | -1.06 | -0.87 | -0.89 | -0.79 | 0.43 | -0.61 |
| 2 | 11 | 21 | 6 | 450 | 0.1 | -1.62 | -0.08 | -0.06 | -0.76 | -0.67 | -0.70 |
| 2 | 11 | 22 | 18 | 457 | 0.26 | -1.05 | -0.89 | -0.10 | -0.68 | -0.67 | -0.16 |
| 2 | 11 | 23 | 12 | 453 | 0.09 | -1.43 | -0.08 | -0.29 | -0.76 | -0.67 | -1.02 |
| 2 | 12 | 1 | 25 | 397 | 0.2 | -0.09 | 0.68 | -0.76 | -0.70 | -0.67 | 0.48 |
| 2 | 12 | 2 | 13 | 394 | 0.18 | -0.08 | 0.68 | -0.81 | -0.79 | -0.67 | -0.16 |
| 2 | 12 | 3 | 13 | 413 | 0.17 | 0.17 | 0.68 | -1.08 | -0.87 | -0.67 | 0.72 |
| 2 | 12 | 4 | 21 | 474 | 0.12 | -0.56 | 0.68 | -1.19 | -1.10 | -0.67 | 0.96 |
| 2 | 12 | 5 | 15 | 442 | 0.11 | -0.32 | 0.68 | -1.19 | -1.09 | -0.67 | 0.31 |
| 2 | 12 | 6 | 12 | 458 | 0.26 | -0.88 | 0.68 | -0.73 | -0.70 | -0.67 | 1.24 |
| 2 | 12 | 7 | 17 | 405 | 0.25 | -0.57 | 0.68 | -0.86 | -0.90 | 0.43 | 0.44 |
| 2 | 12 | 8 | 23 | 421 | 0.14 | 0.08 | -0.08 | -0.77 | -0.76 | -0.67 | 0.62 |
| 2 | 12 | 9 | 24 | 468 | 0.16 | -0.66 | -0.08 | -1.13 | -0.98 | -0.67 | 0.37 |
| 2 | 12 | 10 | 6 | 433 | 0.13 | -0.26 | -0.08 | -0.91 | -0.88 | -0.67 | -0.11 |
| 2 | 12 | 11 | 8 | 449 | 0.09 | -0.21 | 0.84 | -0.78 | -0.76 | -0.67 | 1.57 |
| 2 | 12 | 12 | 10 | 454 | 0.22 | -0.75 | 0.72 | -0.93 | -0.94 | 0.43 | 1.25 |
| 2 | 12 | 13 | 19 | 428 | 0.17 | -0.83 | -0.08 | -0.26 | -0.68 | -0.67 | 0.55 |
| 2 | 12 | 14 | 8 | 506 | 0.12 | -0.51 | 1.05 | -1.19 | -1.11 | -0.67 | 1.36 |
| 2 | 12 | 15 | 9 | 443 | 0.16 | -0.77 | -0.08 | -0.08 | -0.76 | -0.67 | 1.22 |
| 2 | 12 | 16 | 21 | 441 | 0.19 | -0.46 | -0.08 | -0.80 | -0.62 | -0.67 | 0.85 |
| 2 | 12 | 17 | 21 | 436 | 0.14 | -0.85 | 0.68 | -0.87 | -0.76 | -0.67 | 0.44 |
| 2 | 12 | 18 | 27 | 492 | 0.15 | -0.84 | -0.08 | -1.17 | -1.05 | -0.67 | 0.90 |
| 2 | 12 | 19 | 9 | 495 | 0.15 | -0.81 | -0.08 | -0.91 | -0.88 | -0.67 | 1.48 |
| 2 | 12 | 20 | 19 | 431 | 0.24 | -0.99 | 0.68 | -0.80 | -0.78 | -0.67 | -0.34 |
| 2 | 12 | 21 | 16 | 387 | 0.2 | -0.62 | 0.68 | -0.11 | -0.67 | -0.67 | 0.49 |
| 2 | 12 | 22 | 10 | 477 | 0.19 | -0.79 | -0.08 | -1.19 | -1.11 | 0.43 | 0.74 |
| 2 | 12 | 23 | 27 | 415 | 0.13 | -0.11 | 0.76 | -0.76 | -0.76 | -0.67 | 1.01 |
| 2 | 13 | 1 | 10 | 138 | 0.21 | 0.94 | 0.68 | 0.67 | 1.37 | 0.43 | -0.06 |
| 2 | 13 | 2 | 14 | 131 | 0.21 | 2.10 | 0.68 | 0.25 | 1.37 | 0.43 | 0.77 |
| 2 | 13 | 3 | 4 | 198 | 0.02 | 0.61 | 0.68 | 0.45 | 1.37 | -0.67 | 0.69 |
| 2 | 13 | 4 | 2 | 47 | 0.19 | 1.96 | 1.49 | 2.29 | 1.37 | 0.43 | 1.36 |
| 2 | 13 | 5 | 8 | 143 | 0.08 | 1.28 | 1.11 | 0.45 | 1.37 | -0.67 | 1.36 |
| 2 | 13 | 6 | 4 | 98 | 0.2 | 0.98 | 2.30 | 0.73 | 1.37 | 0.43 | 0.00 |
| 2 | 13 | 7 | 10 | 155 | 0.13 | 1.55 | 0.68 | -0.28 | 1.37 | 0.43 | 0.33 |
| 2 | 13 | 8 | 24 | 151 | 0.12 | 1.45 | 0.68 | 0.22 | 1.37 | 0.43 | 0.72 |
| 2 | 13 | 9 | 5 | 164 | 0.11 | 1.30 | -0.08 | 0.40 | 1.37 | 0.43 | 0.73 |
| 2 | 13 | 10 | 12 | 176 | 0.12 | 1.08 | 0.68 | -0.15 | 1.37 | 0.43 | 0.72 |
| 2 | 13 | 11 | 10 | 94 | 0.13 | 1.39 | 2.30 | 0.44 | 1.37 | 0.43 | 1.23 |
| 2 | 13 | 12 | 12 | 154 | 0.12 | 1.75 | 0.68 | 0.36 | 1.37 | -0.67 | 0.29 |
| 2 | 13 | 13 | 4 | 174 | 0.1 | 0.56 | 0.68 | 0.82 | 1.37 | -0.67 | 0.19 |
| 2 | 13 | 14 | 18 | 153 | 0.27 | 0.89 | 0.75 | 0.30 | 1.37 | 0.43 | 1.33 |
| 2 | 13 | 15 | 10 | 172 | 0.22 | 0.58 | 0.77 | 0.34 | 1.37 | 0.43 | 0.47 |
| 2 | 13 | 16 | 8 | 177 | 0.08 | 0.88 | 0.68 | 0.45 | 1.37 | -0.67 | 1.41 |
| 2 | 13 | 17 | 2 | 125 | 0.09 | 2.71 | 0.68 | 0.34 | 1.37 | -0.67 | 0.67 |
| 2 | 13 | 18 | 8 | 95 | 0.07 | 1.62 | 2.30 | 0.45 | 1.37 | -0.67 | 1.41 |
| 2 | 13 | 19 | 7 | 173 | 0.07 | 1.27 | 0.68 | 0.45 | 1.37 | -0.67 | 0.74 |
| 2 | 13 | 20 | 7 | 128 | 0.1 | 1.78 | 0.68 | 0.38 | 1.37 | 0.43 | -0.02 |
| 2 | 13 | 21 | 16 | 111 | 0.2 | 1.15 | 2.30 | 0.59 | 1.37 | -0.67 | 0.18 |
| 2 | 13 | 22 | 10 | 152 | 0.11 | 1.78 | 0.68 | 0.46 | 1.37 | -0.67 | 0.90 |
| 2 | 13 | 23 | 4 | 162 | 0.07 | 1.30 | 0.68 | 0.46 | 1.37 | -0.67 | 0.05 |
| 2 | 14 | 1 | 46 | 475 | 0.08 | -0.74 | -0.89 | -0.78 | -0.76 | -0.67 | 0.52 |
| 2 | 14 | 2 | 36 | 469 | 0.16 | -0.24 | -0.94 | -0.83 | -0.76 | -0.67 | 0.94 |
| 2 | 14 | 3 | 19 | 439 | 0.18 | -0.52 | -0.95 | -0.74 | -0.05 | -0.67 | 0.60 |
| 2 | 14 | 4 | 13 | 459 | 0.15 | 0.21 | -1.04 | -0.93 | -0.76 | -0.67 | 0.60 |
| 2 | 14 | 5 | 24 | 501 | 0.14 | -0.59 | -1.00 | -1.16 | -0.89 | -0.67 | 0.87 |
| 2 | 14 | 6 | 44 | 480 | 0.13 | -0.63 | -0.93 | -0.78 | -0.76 | -0.67 | 0.98 |
| 2 | 14 | 7 | 35 | 493 | 0.13 | -0.68 | -0.91 | -1.17 | -0.98 | -0.67 | 0.42 |
| 2 | 14 | 8 | 19 | 451 | 0.1 | -0.20 | -0.95 | -0.74 | -0.76 | -0.67 | -0.06 |
| 2 | 14 | 9 | 19 | 483 | 0.14 | -0.72 | -1.03 | -0.93 | -0.85 | -0.67 | -0.07 |
| 2 | 14 | 10 | 34 | 488 | 0.13 | -0.61 | -1.27 | -0.93 | -0.76 | -0.67 | 0.54 |
| 2 | 14 | 11 | 11 | 455 | 0.18 | -0.85 | -0.89 | -0.17 | -0.69 | -0.67 | 0.45 |
| 2 | 14 | 12 | 37 | 462 | 0.1 | -0.26 | -0.91 | -0.85 | -0.76 | -0.67 | 0.39 |
| 2 | 14 | 13 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 14 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 15 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 16 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 17 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 18 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 19 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 20 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 21 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 22 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 14 | 23 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 15 | 1 | 13 | 341 | 0.17 | 0.19 | -0.92 | -0.52 | -0.05 | 0.43 | -0.93 |
| 2 | 15 | 2 | 16 | 361 | 0.16 | 0.24 | 0.68 | -0.91 | -0.45 | -0.67 | -1.62 |
| 2 | 15 | 3 | 5 | 456 | 0.11 | -0.29 | -0.89 | -0.70 | -0.76 | -0.67 | -1.12 |
| 2 | 15 | 4 | 26 | 461 | 0.2 | -0.35 | -0.08 | -1.04 | -0.81 | -0.67 | -1.59 |
| 2 | 15 | 5 | 16 | 444 | 0.3 | -0.40 | 0.68 | -1.15 | -0.94 | -0.61 | -1.48 |
| 2 | 15 | 6 | 15 | 486 | 0.08 | -0.50 | -0.89 | -0.92 | -0.76 | -0.67 | -1.66 |
| 2 | 15 | 7 | 5 | 203 | 0.2 | 0.69 | -1.12 | -0.43 | 1.37 | -0.23 | -1.58 |
| 2 | 15 | 8 | 9 | 426 | 0.33 | -0.40 | -0.75 | -0.77 | -0.68 | 0.43 | -1.23 |
| 2 | 15 | 9 | 14 | 369 | 0.19 | 0.28 | -0.92 | -0.38 | -0.05 | -0.67 | -0.90 |
| 2 | 15 | 10 | 11 | 464 | 0.07 | -0.06 | -0.89 | -0.82 | -0.76 | -0.67 | -1.66 |
| 2 | 15 | 11 | 5 | 460 | 0.11 | 0.54 | -0.89 | -0.88 | -0.76 | -0.67 | -1.70 |
| 2 | 15 | 12 | 7 | 410 | 0.17 | 0.51 | -0.08 | -0.92 | -0.76 | -0.67 | -1.57 |
| 2 | 15 | 13 | 17 | 352 | 0.15 | 0.35 | -0.89 | -0.72 | -0.13 | 0.43 | -1.66 |
| 2 | 15 | 14 | 11 | 420 | 0.08 | 0.02 | -1.03 | -0.67 | -0.05 | -0.67 | -1.65 |
| 2 | 15 | 15 | 13 | 396 | 0.13 | 0.43 | -0.89 | -0.71 | -0.05 | -0.67 | -1.63 |
| 2 | 15 | 16 | 4 | 379 | 0.23 | 0.75 | -0.69 | -0.65 | -0.76 | 0.15 | -0.67 |
| 2 | 15 | 17 | 7 | 322 | 0.21 | 0.47 | 0.24 | -0.72 | -0.66 | 0.43 | -1.52 |
| 2 | 15 | 18 | 25 | 343 | 0.22 | 0.36 | -0.08 | -0.63 | -0.05 | -0.67 | -1.53 |
| 2 | 15 | 19 | 15 | 496 | 0.09 | -0.38 | -1.04 | -1.11 | -0.76 | -0.67 | -1.63 |
| 2 | 15 | 20 | 14 | 380 | 0.3 | 0.03 | -0.08 | -0.55 | -0.46 | -0.67 | -0.82 |
| 2 | 15 | 21 | 14 | 293 | 0.21 | 0.50 | -0.08 | -0.67 | -0.05 | 0.43 | -1.14 |
| 2 | 15 | 22 | 10 | 353 | 0.17 | 0.20 | 0.68 | -0.81 | -0.48 | -0.67 | -0.92 |
| 2 | 15 | 23 | 11 | 432 | 0.09 | -0.35 | -0.89 | -0.80 | -0.05 | -0.67 | -1.61 |
| 2 | 16 | 1 | 8 | 58 | 0.25 | 0.04 | 2.30 | 1.70 | -0.05 | 2.64 | -1.20 |
| 2 | 16 | 2 | 1 | 33 | 0 | 1.25 | 2.30 | 1.20 | 1.37 | 2.64 | -0.94 |
| 2 | 16 | 3 | 13 | 90 | 0.39 | 0.07 | 2.30 | 0.48 | -0.05 | 2.64 | -0.99 |
| 2 | 16 | 4 | 5 | 230 | 0.11 | 0.87 | -0.89 | -0.67 | -0.33 | 2.64 | -1.64 |
| 2 | 16 | 5 | 11 | 163 | 0.15 | -0.13 | 0.68 | 0.38 | -0.05 | 2.64 | -0.78 |
| 2 | 16 | 6 | 4 | 75 | 0.04 | 0.84 | -0.89 | 1.20 | 1.37 | 2.64 | -0.83 |
| 2 | 16 | 7 | 17 | 207 | 0.2 | -0.62 | 0.68 | 0.36 | -0.76 | 2.64 | -1.01 |
| 2 | 16 | 8 | 20 | 135 | 0.14 | -0.24 | 0.98 | 0.51 | -0.05 | 2.64 | -1.10 |
| 2 | 16 | 9 | 9 | 132 | 0.15 | 1.33 | -0.08 | -0.65 | -0.29 | 2.64 | -1.52 |
| 2 | 16 | 10 | 8 | 74 | 0.2 | 0.95 | 0.39 | 1.10 | 1.37 | 2.64 | -0.65 |
| 2 | 16 | 11 | 8 | 284 | 0.05 | -0.76 | -0.08 | 0.51 | -0.76 | 2.64 | -1.16 |
| 2 | 16 | 12 | 5 | 83 | 0.04 | 0.78 | -0.89 | 1.20 | 1.37 | 2.64 | -0.43 |
| 2 | 16 | 13 | 5 | 105 | 0.07 | -0.44 | 0.68 | 0.49 | -0.05 | 2.64 | -2.23 |
| 2 | 16 | 14 | 4 | 136 | 0.09 | 1.24 | 0.68 | -0.64 | -0.05 | 2.64 | -0.87 |
| 2 | 16 | 15 | 2 | 106 | 0.03 | 1.56 | 0.68 | -0.71 | -0.76 | 2.64 | -1.71 |
| 2 | 16 | 16 | 9 | 120 | 0.06 | -0.01 | 0.68 | 1.23 | -0.05 | 2.64 | -0.72 |
| 2 | 16 | 17 | 7 | 67 | 0.21 | 0.47 | 0.41 | 1.49 | 1.37 | 2.64 | -0.97 |
| 2 | 16 | 18 | 7 | 213 | 0.33 | 0.07 | 0.57 | -0.21 | -0.05 | 2.64 | -0.36 |
| 2 | 16 | 19 | 5 | 160 | 0.15 | 0.43 | 0.68 | 0.62 | -0.05 | 2.64 | 0.17 |
| 2 | 16 | 20 | 6 | 320 | 0.13 | -0.58 | 0.68 | -0.26 | -0.76 | 2.64 | -0.44 |
| 2 | 16 | 21 | 3 | 85 | 0.06 | 0.38 | 0.68 | 2.29 | -0.05 | 2.64 | -0.61 |
| 2 | 16 | 22 | 6 | 345 | 0.1 | -0.82 | -0.08 | 0.21 | -0.76 | 2.64 | -0.79 |
| 2 | 16 | 23 | 5 | 110 | 0.06 | 1.39 | 0.68 | -0.67 | -0.05 | 2.64 | -1.61 |
| 2 | 17 | 1 | 6 | 440 | 0.09 | -0.58 | -1.27 | 0.12 | -0.05 | -0.67 | 1.29 |
| 2 | 17 | 2 | 10 | 416 | 0.13 | -0.58 | -0.93 | -0.18 | -0.05 | -0.67 | 0.64 |
| 2 | 17 | 3 | 12 | 417 | 0.09 | -0.24 | -0.92 | 0.15 | -0.05 | -0.67 | 1.57 |
| 2 | 17 | 4 | 9 | 349 | 0.12 | 0.29 | -0.93 | 0.23 | -0.05 | -0.67 | -0.11 |
| 2 | 17 | 5 | 5 | 309 | 0.28 | 0.52 | -0.89 | 0.35 | -0.05 | 0.43 | 0.52 |
| 2 | 17 | 6 | 16 | 385 | 0.13 | 0.31 | -0.89 | -0.45 | -0.05 | -0.67 | 0.41 |
| 2 | 17 | 7 | 23 | 372 | 0.09 | 0.31 | -0.91 | 0.03 | -0.05 | -0.67 | 0.86 |
| 2 | 17 | 8 | 21 | 403 | 0.09 | -0.15 | -1.27 | 0.09 | -0.05 | -0.67 | 0.85 |
| 2 | 17 | 9 | 14 | 366 | 0.13 | -0.37 | -0.92 | 0.45 | -0.05 | -0.67 | -0.31 |
| 2 | 17 | 10 | 11 | 419 | 0.13 | -0.26 | -0.89 | -0.36 | -0.05 | -0.67 | 1.02 |
| 2 | 17 | 11 | 13 | 389 | 0.11 | -0.35 | -0.95 | 0.02 | -0.05 | -0.67 | 0.00 |
| 2 | 17 | 12 | 17 | 392 | 0.06 | -0.26 | -0.89 | 0.05 | -0.05 | -0.67 | 0.62 |
| 2 | 17 | 13 | 4 | 362 | 0.17 | 0.15 | -1.08 | 0.01 | -0.05 | -0.67 | -0.67 |
| 2 | 17 | 14 | 9 | 424 | 0.17 | 0.37 | -0.89 | -0.29 | -0.76 | -0.67 | 0.90 |
| 2 | 17 | 15 | 12 | 395 | 0.09 | -0.06 | -1.27 | -0.09 | -0.05 | -0.67 | 0.37 |
| 2 | 17 | 16 | 18 | 399 | 0.11 | -0.17 | -0.89 | 0.09 | -0.05 | -0.67 | 1.05 |
| 2 | 17 | 17 | 15 | 373 | 0.09 | -0.59 | -0.89 | 0.45 | -0.05 | -0.67 | -0.58 |
| 2 | 17 | 18 | 11 | 357 | 0.09 | 0.20 | -0.89 | 0.47 | -0.05 | -0.67 | 0.68 |
| 2 | 17 | 19 | 15 | 398 | 0.26 | 0.98 | -0.89 | -0.41 | -0.57 | -0.67 | 0.49 |
| 2 | 17 | 20 | 20 | 367 | 0.08 | 0.25 | -0.91 | 0.05 | -0.05 | -0.67 | 0.46 |
| 2 | 17 | 21 | 3 | 438 | 0.08 | -0.60 | -0.89 | 0.04 | -0.76 | -0.67 | 0.48 |
| 2 | 17 | 22 | 6 | 429 | 0.08 | -0.22 | -0.89 | -0.07 | -0.76 | -0.67 | 0.68 |
| 2 | 17 | 23 | 15 | 382 | 0.08 | -0.35 | -0.92 | 0.45 | -0.05 | -0.67 | 0.47 |
| 2 | 18 | 1 | 4 | 430 | 0.06 | -0.12 | 2.30 | -0.78 | -0.76 | -0.67 | 0.52 |
| 2 | 18 | 2 | 5 | 199 | 0.07 | 0.53 | 2.30 | 0.46 | -0.05 | 0.43 | 0.62 |
| 2 | 18 | 3 | 4 | 276 | 0.04 | -0.21 | 2.30 | 0.03 | -0.05 | -0.67 | -0.48 |
| 2 | 18 | 4 | 1 | 225 | 0 | 0.74 | 2.30 | -0.19 | -0.05 | -0.67 | -0.79 |
| 2 | 18 | 5 | 4 | 340 | 0.08 | 0.42 | 2.30 | -0.56 | -0.76 | -0.67 | -0.64 |
| 2 | 18 | 6 | 16 | 286 | 0.15 | 0.56 | 2.30 | 0.00 | -0.05 | -0.67 | 1.49 |
| 2 | 18 | 7 | 5 | 242 | 0.04 | 0.41 | 2.30 | 0.45 | -0.05 | -0.67 | 0.35 |
| 2 | 18 | 8 | 7 | 187 | 0.09 | 0.61 | 2.30 | 0.31 | -0.05 | 0.43 | 1.57 |
| 2 | 18 | 9 | 8 | 200 | 0.15 | 0.62 | 2.30 | 0.08 | -0.05 | 0.43 | 0.04 |
| 2 | 18 | 10 | 5 | 226 | 0.04 | 0.41 | 2.30 | 0.05 | -0.05 | 0.43 | 0.69 |
| 2 | 18 | 11 | 8 | 463 | 0.07 | 0.24 | 2.30 | -0.78 | -0.76 | -0.67 | 1.30 |
| 2 | 18 | 12 | 9 | 522 | 0.08 | -0.14 | 2.30 | -1.19 | -1.11 | -0.67 | 1.33 |
| 2 | 18 | 13 | 2 | 115 | 0.08 | 1.74 | 2.30 | 1.23 | -0.05 | -0.67 | -0.03 |
| 2 | 18 | 14 | 6 | 274 | 0.18 | 0.31 | 2.30 | -0.06 | -0.05 | -0.67 | 0.15 |
| 2 | 18 | 15 | 3 | 229 | 0.06 | 0.55 | 2.30 | -0.06 | -0.05 | 0.43 | 1.14 |
| 2 | 18 | 16 | 10 | 254 | 0.13 | 0.67 | 2.30 | 0.22 | -0.05 | -0.67 | 0.87 |
| 2 | 18 | 17 | 4 | 407 | 0.13 | 0.00 | 2.30 | -0.78 | -0.76 | 0.43 | 0.94 |
| 2 | 18 | 18 | 7 | 246 | 0.08 | 0.16 | 2.30 | -0.04 | -0.05 | 0.43 | 1.57 |
| 2 | 18 | 19 | 4 | 339 | 0.04 | -0.04 | 2.30 | 0.05 | -0.76 | -0.67 | 0.04 |
| 2 | 18 | 20 | 3 | 217 | 0.01 | 0.65 | 2.30 | 0.03 | -0.05 | 0.43 | 0.69 |
| 2 | 18 | 21 | 3 | 476 | 0.14 | -0.52 | 2.30 | -0.45 | -0.76 | -0.67 | 1.29 |
| 2 | 18 | 22 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 18 | 23 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 19 | 1 | 6 | 391 | 0.18 | 0.52 | -0.89 | -0.34 | -0.64 | 0.43 | 0.98 |
| 2 | 19 | 2 | 6 | 383 | 0.07 | 0.68 | -0.89 | -0.56 | -0.76 | 0.43 | 0.10 |
| 2 | 19 | 3 | 21 | 470 | 0.12 | -1.02 | -0.91 | -0.76 | -0.76 | 0.43 | 0.53 |
| 2 | 19 | 4 | 11 | 348 | 0.2 | 0.08 | -1.03 | -0.10 | -0.05 | 0.43 | 0.14 |
| 2 | 19 | 5 | 10 | 446 | 0.15 | -1.12 | -0.81 | -0.30 | -0.76 | 0.43 | 0.01 |
| 2 | 19 | 6 | 14 | 350 | 0.08 | 0.07 | -0.89 | 0.05 | -0.05 | 0.43 | 0.74 |
| 2 | 19 | 7 | 8 | 388 | 0.27 | -0.53 | -0.38 | -0.56 | -0.40 | 0.43 | -0.28 |
| 2 | 19 | 8 | 7 | 467 | 0.11 | -1.18 | -0.89 | -0.29 | -0.76 | 0.43 | 0.88 |
| 2 | 19 | 9 | 6 | 425 | 0.09 | -0.49 | -0.89 | -0.23 | -0.76 | 0.43 | 0.58 |
| 2 | 19 | 10 | 9 | 406 | 0.1 | -0.18 | -0.08 | -0.75 | -0.76 | 0.43 | 0.63 |
| 2 | 19 | 11 | 10 | 400 | 0.16 | -0.36 | -0.89 | -0.71 | -0.05 | 0.43 | 0.33 |
| 2 | 19 | 12 | 9 | 347 | 0.21 | -0.22 | -0.89 | 0.49 | -0.13 | 0.43 | 0.63 |
| 2 | 19 | 13 | 8 | 497 | 0.1 | -0.83 | -0.89 | -1.19 | -1.11 | 0.43 | 0.44 |
| 2 | 19 | 14 | 16 | 378 | 0.12 | -0.25 | -1.03 | -0.12 | -0.05 | 0.43 | 0.74 |
| 2 | 19 | 15 | 16 | 418 | 0.15 | -0.73 | -0.08 | -0.41 | -0.76 | 0.43 | 0.82 |
| 2 | 19 | 16 | 22 | 448 | 0.15 | -0.21 | -0.94 | -0.82 | -0.76 | 0.43 | 0.77 |
| 2 | 19 | 17 | 13 | 485 | 0.15 | -0.74 | -0.95 | -0.83 | -0.76 | 0.43 | 1.20 |
| 2 | 19 | 18 | 13 | 447 | 0.14 | -0.52 | -0.98 | -0.75 | -0.76 | 0.43 | 0.17 |
| 2 | 19 | 19 | 10 | 412 | 0.21 | -0.48 | -0.81 | -0.43 | -0.05 | 0.43 | 1.25 |
| 2 | 19 | 20 | 11 | 355 | 0.16 | -0.61 | -0.89 | 0.20 | -0.05 | 0.43 | -0.14 |
| 2 | 19 | 21 | 9 | 390 | 0.1 | -0.66 | -0.89 | -0.14 | -0.05 | 0.43 | 0.65 |
| 2 | 19 | 22 | 10 | 401 | 0.15 | -0.52 | -0.93 | 0.13 | -0.05 | 0.43 | 1.40 |
| 2 | 19 | 23 | 11 | 487 | 0.12 | -0.83 | -1.27 | -0.86 | -0.76 | 0.43 | 0.75 |
| 2 | 20 | 1 | 5 | 73 | 0.02 | -0.13 | 0.68 | 1.70 | 1.37 | 0.43 | -2.46 |
| 2 | 20 | 2 | 3 | 69 | 0.02 | -0.02 | 0.68 | 2.29 | 1.37 | 0.43 | -1.98 |
| 2 | 20 | 3 | 3 | 65 | 0.19 | -0.83 | 1.22 | 3.07 | -0.05 | -0.67 | -2.46 |
| 2 | 20 | 4 | 7 | 79 | 0.03 | 0.82 | 2.30 | 1.21 | 1.37 | 0.43 | -0.92 |
| 2 | 20 | 5 | 5 | 62 | 0.03 | 0.13 | 0.68 | 2.29 | 1.37 | 0.43 | -2.32 |
| 2 | 20 | 6 | 3 | 80 | 0.04 | -0.03 | 0.68 | 1.70 | 1.37 | 0.43 | -2.19 |
| 2 | 20 | 7 | 3 | 71 | 0.03 | 0.47 | 2.30 | 1.70 | 1.37 | 0.43 | -0.79 |
| 2 | 20 | 8 | 2 | 72 | 0 | 0.22 | 0.68 | 1.70 | 1.37 | 0.43 | -2.46 |
| 2 | 20 | 9 | 12 | 35 | 0.14 | 0.15 | 2.30 | 2.29 | 1.37 | 0.43 | -2.29 |
| 2 | 20 | 10 | 4 | 44 | 0.06 | -0.03 | 0.68 | 3.07 | 1.37 | 0.43 | -2.25 |
| 2 | 20 | 11 | 11 | 42 | 0.07 | 0.15 | 2.30 | 1.70 | 1.37 | 0.43 | -2.39 |
| 2 | 20 | 12 | 1 | 31 | 0 | 0.57 | 2.30 | 3.30 | 1.37 | 0.43 | -1.25 |
| 2 | 20 | 13 | 5 | 63 | 0.08 | -0.29 | 0.68 | 2.29 | 1.37 | 0.43 | -2.35 |
| 2 | 20 | 14 | 6 | 66 | 0.05 | 0.39 | 2.30 | 1.70 | 1.37 | 0.43 | -1.23 |
| 2 | 20 | 15 | 1 | 68 | 0 | 0.31 | 0.68 | 2.29 | 1.37 | 0.43 | -1.98 |
| 2 | 20 | 16 | 3 | 78 | 0.05 | 1.06 | 2.30 | 1.23 | 1.37 | 0.43 | -0.62 |
| 2 | 20 | 17 | 4 | 27 | 0.05 | 0.19 | 2.30 | 3.07 | 1.37 | 0.43 | -2.25 |
| 2 | 20 | 18 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 20 | 19 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 20 | 20 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 20 | 21 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 20 | 22 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 20 | 23 | 0 | NA | NA | NA | NA | NA | NA | NA | NA |
| 2 | 21 | 1 | 4 | 504 | 0.17 | 0.72 | -0.89 | -0.66 | -0.76 | 2.64 | 1.36 |
| 2 | 21 | 2 | 5 | 245 | 0.17 | 0.97 | 0.68 | -0.65 | -0.62 | 2.64 | 1.03 |
| 2 | 21 | 3 | 6 | 313 | 0.16 | -0.20 | 0.68 | -0.40 | -0.52 | 2.64 | 0.41 |
| 2 | 21 | 4 | 10 | 338 | 0.18 | 0.27 | -0.89 | -0.34 | -0.05 | 2.64 | 0.32 |
| 2 | 21 | 5 | 4 | 375 | 0.13 | 0.16 | -0.49 | 0.04 | -0.76 | 2.64 | 0.66 |
| 2 | 21 | 6 | 6 | 298 | 0.15 | 1.35 | -0.08 | -0.45 | -0.76 | 2.64 | 0.94 |
| 2 | 21 | 7 | 10 | 526 | 0.21 | -0.31 | -1.08 | -0.88 | -0.76 | 2.64 | 1.28 |
| 2 | 21 | 8 | 11 | 490 | 0.15 | -0.83 | -0.89 | -0.25 | -0.76 | 2.64 | -0.33 |
| 2 | 21 | 9 | 6 | 393 | 0.19 | 1.39 | -0.89 | -0.56 | -0.76 | 2.64 | -0.04 |
| 2 | 21 | 10 | 8 | 359 | 0.11 | 0.49 | -0.89 | -0.39 | -0.05 | 2.64 | 0.95 |
| 2 | 21 | 11 | 6 | 295 | 0.1 | 0.19 | -0.08 | -0.29 | -0.05 | 2.64 | 0.75 |
| 2 | 21 | 12 | 7 | 376 | 0.09 | -0.05 | -0.89 | -0.19 | -0.05 | 2.64 | 0.77 |
| 2 | 21 | 13 | 18 | 205 | 0.2 | 0.58 | 0.68 | -0.13 | -0.13 | 2.64 | 0.65 |
| 2 | 21 | 14 | 6 | 186 | 0.18 | 0.55 | 0.55 | 0.01 | -0.05 | 2.64 | 1.50 |
| 2 | 21 | 15 | 6 | 328 | 0.14 | 0.27 | -0.89 | -0.73 | -0.05 | 2.64 | -0.76 |
| 2 | 21 | 16 | 2 | 215 | 0.1 | 0.75 | -0.08 | -0.46 | -0.05 | 2.64 | -0.35 |
| 2 | 21 | 17 | 5 | 408 | 0.12 | -0.53 | -0.08 | -0.29 | -0.76 | 2.64 | 0.19 |
Now let’s check the compression summary for HVT (map C). The table below shows no of cells, no of cells having quantization error below threshold and percentage of cells having quantization error below threshold for each level.
mapC_compression_summary <- map_C[[3]]$compression_summary %>% dplyr::mutate_if(is.numeric, funs(round(.,4)))
compressionSummaryTable(mapC_compression_summary)| segmentLevel | noOfCells | noOfCellsBelowQuantizationError | percentOfCellsBelowQuantizationErrorThreshold | parameters |
|---|---|---|---|---|
| 1 | 23 | 0 | 0 | n_cells: 23 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
| 2 | 508 | 434 | 0.85 | n_cells: 23 quant.err: 0.2 distance_metric: L1_Norm error_metric: max quant_method: kmeans |
As it can be seen from the table above,
0% of the cells have hit the quantization
threshold error in level 1 and 85% of the
cells have hit the quantization threshold error in level 2
Let’s plot the Voronoi tessellation for layer 2 (map C)
muHVT::plotHVT(map_C,
line.width = c(0.4,0.2),
color.vec = c("#141B41","#0582CA"),
centroid.size = 0.1,
maxDepth = 2) Figure 14: The Voronoi Tessellation for layer 2 (map C) shown for the 100 cells in the dataset ’computers’ at level 2
Heat Maps
Now let’s plot all the features for each cell at level two as a heatmap for better visualization.
The heatmaps displayed below provides a visual representation of the spatial characteristics of the computers data, allowing us to observe patterns and trends in the distribution of each of the features (n,price,speed,hd,ram,screen,ads). The sheer green shades highlight regions with higher values in each of the heatmaps, while the indigo shades indicate areas with the lowest values in each of the heatmaps. By analyzing these heatmaps, we can gain insights into the variations and relationships between each of these features within the computers data.
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "n",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 15: The Voronoi Tessellation with the heat map overlaid for features No. of entities in each cell
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "price",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 16: The Voronoi Tessellation with the heat map overlaid for features price in the ’computers’ dataset
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "speed",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 17: The Voronoi Tessellation with the heat map overlaid for features speed in the ’computers’ dataset
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "hd",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 18: The Voronoi Tessellation with the heat map overlaid for features hd in the ’computers’ dataset
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "ram",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 19: The Voronoi Tessellation with the heat map overlaid for features ram in the ’computers’ dataset
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "screen",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 20: The Voronoi Tessellation with the heat map overlaid for features screen in the ’computers’ dataset
hvtHmap(
map_C,
trainComputers,
child.level = 2,
hmap.cols = "ads",
line.width = c(0.6,0.4),
color.vec = c("#141B41","#0582CA"),
palette.color = 6,
centroid.size = 0.1,
show.points = T,
quant.error.hmap = 0.2,
n_cells.hmap = 100,
) Figure 21: The Voronoi Tessellation with the heat map overlaid for features ads in the ’computers’ dataset
We now have the set of maps (map A, map B & map C) which will be used to predict which map and cell each test record is assigned to, but before that lets view our test dataset
Now once we have built the model, let us try to predict using our test dataset (containing 1252 data points) which cell and which layer each point belongs to.
Raw Testing Dataset
The testing dataset includes the following columns:
Let’s have a look at our randomly selected test dataset containing 1252 datapoints.
Table(head(testComputers_data))| Row.No | price | speed | hd | ram | screen | ads |
|---|---|---|---|---|---|---|
| 3 | 1595 | 25 | 170 | 4 | 15 | 94 |
| 4 | 1849 | 25 | 170 | 8 | 14 | 94 |
| 7 | 1720 | 25 | 170 | 4 | 14 | 94 |
| 10 | 2575 | 50 | 210 | 4 | 15 | 94 |
| 11 | 2195 | 33 | 170 | 8 | 15 | 94 |
| 14 | 2295 | 25 | 245 | 8 | 14 | 94 |
The predictLayerHVT function is used to score the test data using the predictive set of maps. This function takes an input - a test data and a set of maps (map A, map B, map C).
Now, Let us understand the
predictLayerHVT function.
predictLayerHVT(data,
map_A,
map_B,
map_C,
mad.threshold = 0.2,
normalize = T,
distance_metric="L1_Norm",
error_metric="max",
child.level = 1,
line.width = c(0.6, 0.4, 0.2),
color.vec = c("#141B41", "#6369D1", "#D8D2E1"),
yVar= NULL,
...)Each of the parameters of predictLayerHVT function has been explained below:
data - A dataframe containing the
test dataset. The variables from this dataset can also be used to
overlay as heatmap.
map A - A list of hvt.results.model
obtained from HVT function while performing hierarchical vector
quantization on train data. This list containes information about the
hierarchical vector quantized data along with a summary
section.
map B - A list of hvt.results.model
obtained from HVT function while performing hierarchical vector
quantization on data with novelty which was obtained as a result of
removeNovelty function.
map C - A list of hvt.results.model
obtained from HVT function while performing hierarchical vector
quantization on data without novelty obtained as a result of
removeNovelty function.
child.level - A number indicating
the layer for which the heat map is to be plotted.(Only used if
hmap.cols is not NULL).It specifies the specific layer within the
hierarchical structure of the model.
mad.threshold - A threshold value
used to filter data based on the Median Absolute Deviation (MAD) of the
Quant.Error variable. It determines how extreme a deviation from the
median has to be in order to be considered an novelty
normalize - A logical value
indicating if the columns in the dataset should be normalized. If set to
TRUE, the algorithm will normalize the data before performing
compression. The default value is TRUE
distance_metric - It specifies the
type of distance measurement used to calculate similarity or
dissimilarity between data points.The distance calculation involves
taking the difference between centroid_data and data_vec either by using
Euclidean which calculates the sum of squared differences
for each column and takes the square root or Manhattan
which calculates the sum of absolute differences for each column.
Euclidean is selected by default.
error_metric - It specifies the
error metrics to be used for evaluating the performance of the model. It
can be “mean” or “max”. If error_metric is set to mean, the
code calculates the mean quantization error within each group while if
the error_metric is not set to max, the code calculates the
maximum quantization error within each group of columns. mean is
selected by default.
yVar - Name of the dependent
variable(s).
... - color.vec and line.width can
be passed from here.
The function predicts based on the HVT maps - map A, map B and map C, constructed using HVT function. For each test record, the function will assign that record to Layer1 or Layer2. Layer1 contains the cell ids from map A and Layer 2 contains cell ids from map B (novelty map) and map C (map without novelty).
Prediction Algorithm
The prediction algorithm recursively calculates the distance between each point in the test dataset and the cell centroids for each level. The following steps explain the prediction method for a single point in the test dataset:
Note : The prediction algorithm will not work if some of the variables used to perform quantization are missing. In the test dataset, we should not remove any features
validation_data <- testComputers
new_predict <- predictLayerHVT(
data=validation_data,
map_A,
map_B,
map_C,
normalize = T
)Let’s see which cell and layer each point belongs to and check the Mean Absolute Difference for each of the 1252 records.
merged_df <- new_predict[["actual_predictedTable"]] %>%
transmute(Row.Number,act_price,act_speed,act_hd,act_ram,act_screen,act_ads,Layer1.Cell.ID,Layer2.Cell.ID,
pred_price = coalesce(price.x, price.y),
pred_speed = coalesce(speed.x, speed.y),
pred_hd = coalesce(hd.x, hd.y),
pred_ram = coalesce(ram.x, ram.y),
pred_screen = coalesce(screen.x, screen.y),
pred_ads = coalesce(ads.x, ads.y)
)
sorted_df <- merged_df
sorted_df$diff <- rowMeans(abs(sorted_df[, c("act_price","act_speed","act_hd","act_ram","act_screen","act_ads")] - sorted_df[, c("pred_price","pred_speed","pred_hd","pred_ram","pred_screen","pred_ads")]))
rownames(sorted_df) <- NULL
options(scipen = 999)
sorted_df %>% head(1000) %>%as.data.frame() %>%Table(scroll = T)| Row.Number | act_price | act_speed | act_hd | act_ram | act_screen | act_ads | Layer1.Cell.ID | Layer2.Cell.ID | pred_price | pred_speed | pred_hd | pred_ram | pred_screen | pred_ads | diff |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | -1.0786 | -1.2710 | -0.9473 | -0.7590 | 0.4307 | -1.7213 | A24 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4690761 |
| 2 | -0.6387 | -1.2710 | -0.9473 | -0.0501 | -0.6741 | -1.7213 | A143 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4423203 |
| 3 | -0.8621 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | -1.7213 | A29 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3712412 |
| 4 | 0.6187 | -0.0817 | -0.7914 | -0.7590 | 0.4307 | -1.7213 | A237 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3987216 |
| 5 | -0.0394 | -0.8905 | -0.9473 | -0.0501 | 0.4307 | -1.7213 | A223 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3772698 |
| 6 | 0.1338 | -1.2710 | -0.6551 | -0.0501 | -0.6741 | -1.7213 | A162 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3302619 |
| 7 | 0.8334 | -0.0817 | -0.7836 | -0.0501 | -0.6741 | -1.7213 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3328709 |
| 8 | -0.2126 | -0.8905 | -0.6356 | -0.7590 | 0.4307 | -1.7213 | A165 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4049180 |
| 9 | 0.9997 | 0.6795 | -1.1031 | -0.7590 | -0.6741 | -1.7213 | A214 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.5427887 |
| 10 | 1.1382 | -0.0817 | -0.7914 | -0.7590 | 2.6404 | -1.7213 | A379 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.7270886 |
| 11 | 3.0780 | -0.8905 | 0.1513 | -0.0501 | -0.6741 | -1.7213 | A367 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.7243132 |
| 12 | 1.5193 | -0.8905 | -0.2850 | 1.3676 | -0.6741 | -1.7213 | A316 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5546289 |
| 13 | 0.6533 | -0.8905 | -0.7914 | -0.0501 | 2.6404 | -1.7213 | A343 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.6569314 |
| 14 | 0.3243 | -0.0817 | -0.7914 | -0.0501 | -0.6741 | -1.7213 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2493209 |
| 15 | 0.3589 | -0.0817 | -0.7914 | -0.0501 | -0.6741 | -1.7213 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2550875 |
| 16 | 0.4871 | -0.8905 | -0.7836 | -0.0501 | -0.6741 | -1.7213 | A187 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3049983 |
| 17 | 0.8265 | -0.8905 | -0.6551 | -0.0501 | -0.6741 | -1.7213 | A187 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3822952 |
| 18 | -0.8119 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | -1.7213 | A29 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4120579 |
| 19 | 1.3461 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | -1.7213 | A330 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3298423 |
| 20 | -0.7322 | -0.8905 | -0.9473 | -0.7590 | 0.4307 | -1.7213 | A24 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4633928 |
| 21 | -0.9054 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -1.7213 | A43 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3006079 |
| 22 | 1.4309 | -0.0817 | -0.6551 | -0.0501 | -0.6741 | -1.7213 | A215 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3679176 |
| 23 | -1.0197 | -1.2710 | -1.2979 | -0.0501 | -0.6741 | -1.7213 | A10 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.5204834 |
| 24 | 0.6533 | -1.2710 | -0.6551 | -0.0501 | -0.6741 | -1.7213 | A187 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4168452 |
| 25 | -0.3789 | -0.8905 | -1.1420 | -0.0501 | -0.6741 | -1.7213 | A143 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3680537 |
| 26 | 0.3502 | -0.8905 | -0.9473 | -0.0501 | 0.4307 | -1.7213 | A223 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4077145 |
| 27 | 0.6533 | -1.2710 | -0.2850 | 1.3676 | -0.6741 | -1.7079 | A316 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.6314504 |
| 28 | -0.9054 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -1.7079 | A43 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2983746 |
| 29 | 1.3530 | 0.6795 | -0.3240 | -0.7590 | 0.4307 | -1.7079 | A330 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4511090 |
| 30 | 1.3461 | 0.6795 | -0.6356 | -0.0501 | 2.6404 | -1.7079 | A386 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.5181657 |
| 31 | -0.1260 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | -1.7079 | A166 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3903275 |
| 32 | 1.3461 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | -1.7079 | A330 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3276090 |
| 33 | -1.2448 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | -1.7079 | A10 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3258541 |
| 34 | 0.1857 | 0.6795 | -0.6356 | -0.0501 | -0.6741 | -1.7079 | A250 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3735345 |
| 35 | 0.0039 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | -1.7079 | A121 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2683518 |
| 36 | 1.3530 | -0.0817 | -0.9473 | -0.7590 | -0.6741 | -1.7079 | A214 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4466054 |
| 37 | -0.0394 | -0.8905 | -0.9473 | -0.0501 | 0.4307 | -1.7079 | A223 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3750365 |
| 38 | 2.0458 | 0.6795 | -0.7135 | -0.7590 | 0.4307 | -1.7079 | A330 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5576488 |
| 39 | 0.6602 | -0.0817 | -0.7914 | -0.7590 | -0.6741 | -1.7079 | A214 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3051554 |
| 40 | 0.9114 | 0.6795 | -0.6551 | -0.0501 | -0.6741 | -1.7079 | A250 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4014226 |
| 41 | 2.7316 | -0.8905 | 0.1513 | -0.0501 | -0.6741 | -1.7079 | A367 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.6643465 |
| 42 | 0.9131 | 0.6795 | -0.6356 | -0.7590 | 0.4307 | -1.7079 | A292 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5763590 |
| 43 | 0.3139 | -0.0817 | -0.7836 | -0.7590 | -0.6741 | -1.7079 | A126 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2461387 |
| 44 | 0.7382 | -0.0817 | -0.6551 | -0.0501 | -0.6741 | -1.7079 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3355012 |
| 45 | 0.6187 | 0.6795 | -0.6356 | -0.0501 | -0.6741 | -1.7079 | A250 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4457012 |
| 46 | 0.8265 | -0.8905 | -0.2850 | 1.3676 | -0.6741 | -1.7079 | A316 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.5391671 |
| 47 | 1.3530 | 0.6795 | -0.6551 | 1.3676 | 0.4307 | -1.6406 | A370 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5052535 |
| 48 | 0.9824 | -0.8905 | -0.6356 | -0.0501 | 2.6404 | -1.6406 | A343 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.6723648 |
| 49 | -1.0786 | -0.8905 | -1.2784 | -1.1134 | -0.6741 | -1.6406 | A6 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3725412 |
| 50 | 2.7316 | -0.8905 | 0.1513 | -0.0501 | -0.6741 | -1.6406 | A367 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.6531299 |
| 51 | 2.9048 | 0.6795 | 0.3383 | -0.0501 | 0.4307 | -1.6406 | A382 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5878379 |
| 52 | 0.7226 | -0.8905 | -0.6356 | -0.0501 | 2.6404 | -1.6406 | A343 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.6290648 |
| 53 | 0.6602 | -0.0817 | -0.7836 | -0.0501 | -0.6741 | -1.6406 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2905542 |
| 54 | 0.9131 | 0.6795 | -0.9473 | -0.0501 | -0.6741 | -1.6406 | A250 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4386226 |
| 55 | 1.1729 | -0.0817 | -0.2850 | 1.3676 | -0.6741 | -1.6406 | A366 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4641122 |
| 56 | -0.3789 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -1.6406 | A85 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3242382 |
| 57 | -0.0394 | -1.2710 | -0.6551 | -0.0501 | -0.6741 | -1.6406 | A162 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3224339 |
| 58 | -1.0786 | -1.2710 | -0.9473 | -0.7590 | 0.4307 | -1.6406 | A24 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4556261 |
| 59 | 0.6187 | 0.6795 | -0.6356 | -0.0501 | -0.6741 | -1.6406 | A250 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4344845 |
| 60 | 1.8726 | 0.6795 | -0.6551 | 1.3676 | 0.4307 | -1.6406 | A370 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5180100 |
| 61 | 0.8334 | 0.6795 | -0.7798 | -0.0501 | -0.6741 | -1.6406 | A250 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4239892 |
| 62 | -0.8621 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | -1.6406 | A29 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3577912 |
| 63 | -0.3858 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | -1.6406 | A85 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3220851 |
| 64 | 0.1407 | -0.0817 | -0.7836 | -0.7590 | -0.6741 | -1.6406 | A126 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2060554 |
| 65 | 0.5667 | 0.6795 | -0.6356 | -0.0501 | 0.4307 | -1.6406 | A292 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5047256 |
| 66 | 0.1164 | -0.0817 | -0.6356 | -0.0501 | -0.6741 | -1.5331 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2059845 |
| 67 | 2.7316 | -0.8905 | 0.1513 | -0.0501 | -0.6741 | -1.5331 | A367 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.6352132 |
| 68 | 0.6602 | -0.0817 | -0.7836 | -0.0501 | -0.6741 | -1.5331 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2726375 |
| 69 | 1.1729 | -0.0817 | -0.2850 | 1.3676 | -0.6741 | -1.5331 | A366 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4461955 |
| 70 | -0.0394 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | -1.5331 | A166 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3467608 |
| 71 | -0.9140 | -0.8905 | -1.2784 | -1.1134 | -0.6741 | -1.5331 | A6 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3820579 |
| 72 | 1.5106 | 0.6795 | -0.2850 | 1.3676 | -0.6741 | -1.5331 | A366 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3390671 |
| 73 | 0.6602 | -0.8905 | -0.6746 | -0.7590 | 0.4307 | -1.5331 | A165 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4202959 |
| 74 | -0.0394 | -0.0817 | -1.1031 | -0.7590 | -0.6741 | -1.5331 | A126 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2458608 |
| 75 | 0.6533 | -0.0817 | -0.6356 | -0.0501 | 0.4307 | -1.5331 | A261 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3937173 |
| 76 | 0.5148 | -0.8905 | -0.6356 | -0.0501 | 0.4307 | -1.5331 | A223 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4004781 |
| 77 | -0.2473 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | -1.5331 | A166 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3814108 |
| 78 | 1.0066 | -0.0817 | -0.6746 | -0.7590 | 0.4307 | -1.5331 | A237 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4481852 |
| 79 | 0.1338 | -0.8905 | -0.6551 | -0.0501 | -0.6741 | -1.5331 | A162 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2354786 |
| 80 | -1.2604 | -1.2710 | -1.2784 | -1.1134 | -0.6741 | -1.5331 | A6 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4135708 |
| 81 | -1.4249 | -1.2710 | -1.2784 | -1.1134 | -0.6741 | -1.5331 | A6 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4409875 |
| 82 | 0.4005 | -0.8905 | -0.7135 | -0.7590 | -0.6741 | -1.5331 | A121 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2722798 |
| 83 | -0.5521 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | -1.1163 | A104 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2313746 |
| 84 | 1.1642 | -0.8905 | 0.1513 | 1.3676 | -0.6741 | -1.1163 | A301 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.4148116 |
| 85 | -0.0481 | -0.8905 | -0.7759 | -0.7590 | 0.4307 | -1.1163 | A165 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3532458 |
| 86 | -0.3858 | -0.8905 | -0.6356 | -0.0501 | -0.6741 | -1.1163 | A142 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3325784 |
| 87 | 0.4801 | -0.0817 | -0.6356 | -0.0501 | 0.4307 | -1.1163 | A261 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3953451 |
| 88 | 0.3243 | -0.0817 | -0.6356 | -0.0501 | -0.6741 | -1.1163 | A215 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2711290 |
| 89 | 0.1338 | -1.2710 | -0.2850 | -0.0501 | -0.6741 | -1.1163 | A201 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3910731 |
| 90 | 1.0170 | -0.8905 | -0.6356 | -0.0501 | 2.6404 | -1.1163 | A343 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.5907481 |
| 91 | 0.6602 | -0.8905 | -0.6551 | 1.3676 | 0.4307 | -1.1163 | A345 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.6451507 |
| 92 | 0.3069 | -0.8905 | -0.6356 | -0.0501 | -0.6741 | -1.1163 | A187 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2980731 |
| 93 | 0.3589 | 0.6795 | -0.6356 | -0.0501 | 0.4307 | -1.1163 | A292 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.4502633 |
| 94 | 0.5148 | -0.8905 | -0.6356 | -0.0501 | 0.4307 | -1.1163 | A226 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4309725 |
| 95 | 2.2120 | 0.6795 | 0.3383 | -0.0501 | -0.6741 | -1.1163 | A337 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3873014 |
| 96 | -0.3165 | -0.8905 | -0.6356 | -0.0501 | -0.6741 | -1.1163 | A142 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3210284 |
| 97 | 0.6602 | -0.0817 | -0.0318 | -0.7590 | 0.4307 | -1.1163 | A237 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.5280797 |
| 98 | -0.0394 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -1.1163 | A152 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2237022 |
| 99 | 0.8178 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | -1.1163 | A261 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.4305373 |
| 100 | 1.3374 | -0.0817 | 0.1513 | 1.3676 | 0.4307 | -1.1163 | A370 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.5289043 |
| 101 | -0.0481 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -1.1163 | A104 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2549963 |
| 102 | -0.1260 | -0.0817 | -0.9473 | -0.7590 | -0.6741 | -1.1163 | A152 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2648219 |
| 103 | 0.8178 | -0.0817 | -0.2850 | -0.0501 | -0.6741 | -1.1163 | A228 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3702176 |
| 104 | 1.6924 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | -1.1163 | A330 | C201 | 1.5745305 | 0.4514353 | -0.2367672 | 0.2737663 | -0.3026593 | -1.3041998 | 0.3869878 |
| 105 | 0.7399 | -0.0817 | -0.6356 | -0.0501 | 0.4307 | -1.1163 | A261 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4386451 |
| 106 | -0.3789 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -1.1163 | A104 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2875246 |
| 107 | 1.2422 | -0.0817 | -0.6356 | -0.0501 | 2.6404 | -1.1163 | A379 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.5235326 |
| 108 | 0.6187 | -0.0817 | -0.6356 | -0.0501 | 0.4307 | -1.1163 | A261 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.4184451 |
| 109 | -0.5521 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2009794 |
| 110 | -0.2126 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2270755 |
| 111 | -0.5677 | 0.6795 | -1.1927 | -1.1134 | 0.4307 | -0.6189 | A164 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.5411087 |
| 112 | -1.2604 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | -0.6189 | A33 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2087256 |
| 113 | -0.2473 | -0.0817 | -0.6356 | -0.0501 | -0.6741 | -0.6189 | A193 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3625510 |
| 114 | 0.1338 | -0.0817 | -0.7836 | -0.0501 | 0.4307 | -0.6189 | A261 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3965482 |
| 115 | -0.0481 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2564128 |
| 116 | -0.8621 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | -0.6189 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1493128 |
| 117 | -0.2057 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2911628 |
| 118 | 1.8137 | -0.8905 | 0.4941 | -0.0501 | 2.6404 | -0.6189 | A391 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.6040559 |
| 119 | 0.0472 | -0.8905 | -0.6356 | -0.0501 | 0.4307 | -0.6189 | A226 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4054609 |
| 120 | 1.1642 | -0.8905 | 0.1513 | 1.3676 | 0.4307 | -0.6189 | A340 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.4470952 |
| 121 | 0.1338 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | -0.6189 | A178 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4101140 |
| 122 | -1.2085 | -1.2710 | -1.2979 | -0.7590 | -0.6741 | -0.6189 | A28 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2219590 |
| 123 | 0.9131 | -0.8905 | 0.4941 | -0.0501 | -0.6741 | -0.6189 | A217 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.4510949 |
| 124 | 0.1251 | -0.0817 | -0.7759 | -0.7590 | 0.4307 | -0.6189 | A164 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.3977797 |
| 125 | -0.3339 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | -0.6189 | A150 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3383333 |
| 126 | 0.3069 | 0.6795 | -0.6356 | -0.7590 | -0.6741 | -0.6189 | A178 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4545569 |
| 127 | -0.5521 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1704922 |
| 128 | -0.5538 | -0.8905 | -1.1031 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2266628 |
| 129 | 1.3374 | -0.0817 | 0.1513 | 1.3676 | 0.4307 | -0.6189 | A347 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.5091738 |
| 130 | -0.5070 | -0.0817 | -0.9473 | -0.7590 | 0.4307 | -0.6189 | A164 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4444743 |
| 131 | -1.0786 | -0.8905 | -0.9473 | -0.7590 | 0.4307 | -0.6189 | A86 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2471476 |
| 132 | 0.9651 | -0.0817 | -0.6356 | -0.0501 | 2.6404 | -0.6189 | A379 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4906142 |
| 133 | 0.1251 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -0.6189 | A152 | C404 | 0.0640661 | -0.3965677 | -0.7815408 | -0.3982964 | -0.4164485 | -1.4161834 | 0.2995302 |
| 134 | 0.6602 | -0.0817 | 0.1435 | -0.0501 | -0.6741 | -0.6189 | A248 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4054206 |
| 135 | 0.4109 | -0.8905 | -0.6356 | -0.0501 | 2.6404 | -0.6189 | A284 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4068314 |
| 136 | -0.7322 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | -0.6189 | A150 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4209190 |
| 137 | 2.3332 | 0.6795 | 0.4941 | -0.0501 | 2.6404 | -0.6189 | A391 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.4345556 |
| 138 | 0.2203 | -0.0817 | -0.6356 | -0.0501 | 0.4307 | -0.6189 | A263 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.4213597 |
| 139 | -1.4336 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | -0.6189 | A28 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3010090 |
| 140 | -1.1063 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | -0.6189 | A28 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2044794 |
| 141 | -0.2057 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2911628 |
| 142 | 1.5106 | 0.6795 | 0.1513 | 1.3676 | 0.4307 | -0.6189 | A370 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4111738 |
| 143 | -0.7322 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | -0.6189 | A107 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2058128 |
| 144 | 1.3530 | 0.6795 | -0.2655 | 1.3676 | 0.4307 | 0.3625 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2908072 |
| 145 | -0.5677 | -1.2710 | -0.7759 | -0.7590 | 0.4307 | 0.3625 | A119 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2319876 |
| 146 | -0.0325 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.3625 | A180 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2891235 |
| 147 | -0.2213 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A140 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2649932 |
| 148 | 0.9114 | -0.8905 | 0.1513 | 1.3676 | -0.6741 | 0.3625 | A291 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1262116 |
| 149 | -0.5521 | -0.8905 | -0.7135 | -0.7590 | -0.6741 | 0.3625 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0803864 |
| 150 | -0.5867 | -0.0817 | -0.7914 | -0.7590 | 0.4307 | 0.3625 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2907700 |
| 151 | -0.5677 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A64 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1709377 |
| 152 | -0.8621 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.3625 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1203697 |
| 153 | -0.9140 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A45 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2286543 |
| 154 | -0.8119 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | 0.3625 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1116710 |
| 155 | -1.0872 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A27 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2591759 |
| 156 | -0.1278 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A91 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3128782 |
| 157 | 1.0066 | 0.6795 | 0.1435 | -0.0501 | 0.4307 | 0.3625 | A297 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2650350 |
| 158 | 0.8334 | -0.8905 | -0.2655 | 1.3676 | 0.4307 | 0.3625 | A322 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3048840 |
| 159 | 0.7382 | -0.8905 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A175 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2403867 |
| 160 | 1.0066 | -0.8905 | -0.6746 | -0.7590 | -0.6741 | 0.3625 | A163 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.3335879 |
| 161 | 0.3139 | -0.0817 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A221 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2137795 |
| 162 | 0.3069 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.3625 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2052689 |
| 163 | -0.7322 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A45 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1983543 |
| 164 | -0.2126 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.3625 | A109 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1135046 |
| 165 | 0.0125 | 0.6795 | -0.6356 | -0.7590 | -0.6741 | 0.3625 | A180 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2497140 |
| 166 | -0.7322 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.3625 | A87 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1359548 |
| 167 | 2.6017 | 0.6795 | 0.3383 | -0.0501 | -0.6741 | 0.3625 | A300 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3364352 |
| 168 | 0.6533 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1899740 |
| 169 | 0.6966 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.3625 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2702189 |
| 170 | 0.3918 | -0.8905 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A175 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1826534 |
| 171 | 1.5106 | 0.6795 | 0.1513 | 1.3676 | -0.6741 | 0.3625 | A354 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2854946 |
| 172 | -0.2144 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.3625 | A109 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1132046 |
| 173 | 0.7919 | 0.6795 | -0.2850 | -0.0501 | 2.6404 | 0.3625 | A357 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3964270 |
| 174 | 1.3530 | 0.6795 | -0.3629 | -0.0501 | 0.4307 | 0.3625 | A280 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3240300 |
| 175 | 1.3461 | 0.6795 | 0.1513 | 1.3676 | -0.6741 | 0.3625 | A354 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2580779 |
| 176 | 0.8178 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2173907 |
| 177 | 0.9114 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.3625 | A251 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2329907 |
| 178 | -0.3875 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.3625 | A87 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1203063 |
| 179 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.3625 | A65 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1570819 |
| 180 | -0.2992 | -0.8905 | -0.6356 | -0.0501 | 0.4307 | 0.3625 | A167 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1841609 |
| 181 | -0.0412 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.3625 | A140 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2950098 |
| 182 | 2.4094 | 0.6795 | 0.4434 | -0.7590 | 0.4307 | 0.3625 | A360 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3089082 |
| 183 | -0.8188 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.3625 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1118531 |
| 184 | 2.3852 | 0.6795 | 0.3383 | -0.0501 | 0.4307 | 0.3625 | A360 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2196591 |
| 185 | 1.6041 | -0.0817 | 0.1513 | 1.3676 | -0.6741 | 0.3625 | A326 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3539755 |
| 186 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 1.0212 | A53 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1013950 |
| 187 | 0.2186 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 1.0212 | A168 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1496105 |
| 188 | 0.9980 | -0.8905 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A288 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1655660 |
| 189 | 2.2189 | 0.6795 | 0.1435 | -0.0501 | 2.6404 | 1.0212 | A385 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.2438705 |
| 190 | 0.8265 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 1.0212 | A195 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2961906 |
| 191 | -0.9054 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 1.0212 | A56 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1740807 |
| 192 | -0.7322 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 1.0212 | A50 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2994962 |
| 193 | -1.0716 | -0.0817 | -0.9473 | -0.7590 | -0.6741 | 1.0212 | A51 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2514261 |
| 194 | 3.9422 | -0.8905 | 2.6755 | 1.3676 | -0.6741 | 1.0212 | A423 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 1.0198327 |
| 195 | 0.3918 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 1.0212 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1784771 |
| 196 | 0.6429 | 0.6795 | -0.2850 | -0.0501 | 2.6404 | 1.0212 | A336 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4039419 |
| 197 | 0.4784 | -0.0817 | -1.1927 | -0.7590 | -0.6741 | 1.0212 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3931939 |
| 198 | -0.6110 | -1.2710 | -0.9473 | -0.7590 | 2.6404 | 1.0212 | A1 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.5007937 |
| 199 | -0.0741 | 0.6795 | -0.6356 | -0.0501 | 0.4307 | 1.0212 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2503874 |
| 200 | -0.7409 | -0.8905 | -1.1927 | -1.1134 | 0.4307 | 1.0212 | A15 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3560236 |
| 201 | -0.9054 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | 1.0212 | A72 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1837950 |
| 202 | 1.0863 | 0.6795 | -0.2850 | -0.0501 | 2.6404 | 1.0212 | A357 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4467318 |
| 203 | 1.3530 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | 1.0212 | A297 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3180865 |
| 204 | 2.2120 | -0.0817 | 0.1513 | -0.0501 | -0.6741 | 1.0212 | A257 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3904274 |
| 205 | 0.6447 | -1.2710 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2400214 |
| 206 | 0.1338 | 0.6795 | -0.6356 | -0.0501 | 0.4307 | 1.0212 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2157374 |
| 207 | -1.2604 | -1.2710 | -1.1927 | -1.1134 | 0.4307 | 1.0212 | A15 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3323876 |
| 208 | 1.3443 | -0.8905 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A299 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2232827 |
| 209 | -2.0242 | -0.8905 | -1.2979 | -1.1134 | -0.6741 | 1.0212 | A5 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3023338 |
| 210 | 0.6533 | -0.8905 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A288 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1751714 |
| 211 | -0.5607 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 1.0212 | A48 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2117014 |
| 212 | 0.1407 | 0.6795 | -1.1420 | -0.7590 | -0.6741 | 1.0212 | A155 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2961588 |
| 213 | -1.2518 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 1.0212 | A32 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1623866 |
| 214 | 0.8248 | -1.2710 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2100048 |
| 215 | -1.2448 | -0.8905 | -1.1031 | -0.7590 | -0.6741 | 1.0212 | A47 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1137261 |
| 216 | -0.3858 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 1.0212 | A159 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2066780 |
| 217 | 3.0849 | 0.6795 | 0.1435 | -0.0501 | 2.6404 | 1.0212 | A394 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3882039 |
| 218 | 3.2511 | 0.6795 | 0.3383 | 1.3676 | 2.6404 | 1.0212 | A413 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4303634 |
| 219 | -1.0716 | 0.6795 | -1.1031 | -0.7590 | -0.6741 | 1.0212 | A67 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2782680 |
| 220 | 1.3374 | -0.0817 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A333 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3344465 |
| 221 | -0.3512 | 0.6795 | -0.7914 | -0.7590 | -0.6741 | 1.0212 | A137 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1729729 |
| 222 | 3.7707 | -0.0817 | 2.6755 | 1.3676 | -0.6741 | 1.0212 | A423 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 1.0072337 |
| 223 | 0.8334 | -0.8905 | -0.2655 | 1.3676 | 0.4307 | 1.0212 | A323 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3620979 |
| 224 | -0.5590 | -0.8905 | -0.7836 | -0.0501 | 0.4307 | 1.0212 | A172 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2243043 |
| 225 | 1.4309 | -0.8905 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A299 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2377160 |
| 226 | 0.6602 | -0.0817 | -0.7135 | -0.7590 | -0.6741 | 1.0212 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3868246 |
| 227 | -0.8119 | -0.8905 | -0.7135 | -0.7590 | -0.6741 | 1.0212 | A72 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1656169 |
| 228 | -0.5607 | -1.2710 | -0.7759 | -0.0501 | -0.6741 | 1.0212 | A79 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2660491 |
| 229 | 1.0066 | 0.6795 | 0.1435 | -0.0501 | 0.4307 | 1.0212 | A297 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2771349 |
| 230 | -0.3512 | -0.8905 | -0.6356 | -0.0501 | 0.4307 | 1.0212 | A172 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2055469 |
| 231 | 1.1729 | -0.0817 | 0.4941 | 1.3676 | -0.6741 | 1.0212 | A333 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3070299 |
| 232 | 0.1251 | 0.6795 | -0.7759 | -0.7590 | 0.4307 | 1.0212 | A173 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3213519 |
| 233 | -0.3858 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 1.0212 | A88 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1265684 |
| 234 | 2.3852 | 0.6795 | 0.1513 | -0.0501 | -0.6741 | 1.0212 | A300 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3234441 |
| 235 | -0.4741 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 1.0212 | A91 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2650037 |
| 236 | 0.2446 | -0.8905 | -0.2850 | -0.0501 | 2.6404 | 1.0212 | A255 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2192758 |
| 237 | 0.9114 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 1.0212 | A239 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2297864 |
| 238 | 0.1338 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.3222 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2204931 |
| 239 | -0.2057 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.3222 | A98 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1522058 |
| 240 | 0.1338 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.3222 | A188 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0905367 |
| 241 | -1.2604 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.3222 | A27 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2370259 |
| 242 | 0.4871 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.3222 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2420189 |
| 243 | -0.3789 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | 0.3222 | A125 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1739833 |
| 244 | 0.6516 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | 0.3222 | A221 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2315539 |
| 245 | -0.8119 | -0.0817 | -0.7836 | -0.7590 | -0.6741 | 0.3222 | A94 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2307415 |
| 246 | -0.5001 | 0.6795 | -0.7914 | -0.7590 | 0.4307 | 0.3222 | A197 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2927796 |
| 247 | -0.4222 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.3222 | A60 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1520742 |
| 248 | -0.7079 | -0.0817 | -0.7914 | -0.7590 | 0.4307 | 0.3222 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3176866 |
| 249 | 0.0454 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.3222 | A188 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0758034 |
| 250 | -1.4249 | -1.2710 | -0.9473 | -0.7590 | 0.4307 | 0.3222 | A76 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3429611 |
| 251 | -0.0325 | -0.0817 | -0.7135 | -0.0501 | 0.4307 | 0.3222 | A191 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3196264 |
| 252 | -0.9054 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.3222 | A45 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2339377 |
| 253 | -0.6473 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.3222 | A87 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1285215 |
| 254 | 3.2511 | 0.6795 | 0.3383 | 1.3676 | 2.6404 | 0.3222 | A426 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3935297 |
| 255 | -0.9054 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.3222 | A55 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1715381 |
| 256 | 0.4351 | -0.8905 | -0.6551 | -0.0501 | -0.6741 | 0.3222 | A175 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2582700 |
| 257 | -0.3010 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.3222 | A109 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1054879 |
| 258 | 0.0454 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.3222 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2708324 |
| 259 | 0.6256 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.3222 | A144 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3224366 |
| 260 | 0.2186 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.3222 | A98 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2229225 |
| 261 | 1.6907 | 0.6795 | 0.0422 | 1.3676 | 0.4307 | 0.3222 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3025238 |
| 262 | 0.1926 | -0.8905 | -0.2850 | -0.0501 | 2.6404 | 0.3222 | A255 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.1993171 |
| 263 | -1.0872 | -0.8905 | -1.1927 | -1.1134 | 0.4307 | 0.3222 | A40 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3904042 |
| 264 | 0.4853 | -0.0817 | -0.7135 | -0.7590 | -0.6741 | 0.3222 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3545491 |
| 265 | -1.0716 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.3222 | A36 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2251487 |
| 266 | -0.8985 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | 0.3222 | A125 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2203258 |
| 267 | -2.1108 | -0.8905 | -1.2979 | -1.1134 | -0.6741 | 0.3222 | A14 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3791708 |
| 268 | -0.6473 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.3222 | A64 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1909210 |
| 269 | 0.4715 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | 0.3222 | A221 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2015373 |
| 270 | 4.8168 | 0.6795 | 0.4356 | -0.0501 | 2.6404 | 0.3222 | A394 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.6887035 |
| 271 | 1.3374 | -0.0817 | 0.4473 | 1.3676 | 0.4307 | 0.3222 | A347 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3305479 |
| 272 | 1.2577 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A309 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1505521 |
| 273 | 0.6447 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A285 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1817242 |
| 274 | -0.7772 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | 0.3222 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1126043 |
| 275 | 1.3461 | 0.6795 | 0.0422 | 1.3676 | 0.4307 | 0.3222 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2450905 |
| 276 | 0.8178 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.3222 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2971355 |
| 277 | 1.1798 | -0.0817 | -0.3629 | -0.0501 | 0.4307 | 0.3222 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3704522 |
| 278 | 1.6041 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A326 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3205993 |
| 279 | 1.3461 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A354 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2430187 |
| 280 | -0.2144 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.3222 | A140 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2728598 |
| 281 | 1.5106 | 0.6795 | 0.4473 | 1.3676 | 0.4307 | 0.3222 | A373 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2325479 |
| 282 | 0.8178 | -0.8905 | 0.4473 | 1.3676 | 0.4307 | 0.3222 | A315 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2046411 |
| 283 | 1.1729 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A326 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2487326 |
| 284 | -0.5677 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.3222 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0793031 |
| 285 | 0.6533 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.3222 | A294 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1168742 |
| 286 | -0.2126 | -0.8905 | -0.2850 | -0.0501 | 0.4307 | 0.3222 | A181 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1953865 |
| 287 | 5.5095 | 0.6795 | 3.0651 | 4.2032 | 2.6404 | 0.8196 | A440 | B12 | 5.5095223 | 0.6794579 | 3.0650965 | 4.2031619 | 2.6404120 | 0.4969247 | 0.0537989 |
| 288 | -0.2213 | -0.8905 | -0.7759 | -0.7590 | 0.4307 | 0.8196 | A122 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1911328 |
| 289 | -0.0394 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 0.8196 | A11 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2812270 |
| 290 | 0.6447 | 0.6795 | 0.0500 | -0.0501 | 0.4307 | 0.8196 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1676349 |
| 291 | -0.8811 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.8196 | A39 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1739987 |
| 292 | 0.2186 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.8196 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1781430 |
| 293 | -0.0481 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.8196 | A168 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0756189 |
| 294 | 2.0215 | 0.6795 | 3.7273 | -0.0501 | -0.6741 | 0.8196 | A410 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.8079483 |
| 295 | -1.4249 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1034291 |
| 296 | 0.9114 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1731494 |
| 297 | 0.1338 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.8196 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1018771 |
| 298 | -0.8985 | 0.6795 | -0.9473 | -0.7590 | -0.6741 | 0.8196 | A125 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1898513 |
| 299 | -1.4249 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.8196 | A18 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1780898 |
| 300 | 0.2533 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A106 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1982017 |
| 301 | 0.6447 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1986214 |
| 302 | 0.2706 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.8196 | A97 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2332029 |
| 303 | -0.0481 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.8196 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2247746 |
| 304 | -0.9054 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.8196 | A56 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1535842 |
| 305 | -0.2126 | 0.6795 | -0.2850 | -0.7590 | 0.4307 | 0.8196 | A173 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2622186 |
| 306 | -0.3945 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.8196 | A114 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2123687 |
| 307 | 0.1320 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.8196 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1015771 |
| 308 | 1.6041 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2438654 |
| 309 | 0.3069 | -0.0817 | -0.2850 | -0.7590 | 2.6404 | 0.8196 | A320 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.1853997 |
| 310 | -0.7253 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.8196 | A61 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1380181 |
| 311 | -0.9937 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.8196 | A18 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1985759 |
| 312 | 0.3918 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.8196 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1448771 |
| 313 | 0.8438 | 0.6795 | 0.5136 | -0.0501 | 0.4307 | 0.8196 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2780849 |
| 314 | -1.5981 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | 0.8196 | A22 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1311625 |
| 315 | -0.2126 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.8196 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1973579 |
| 316 | 0.1320 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.8196 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2547913 |
| 317 | 0.9633 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.8196 | A144 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3900604 |
| 318 | -0.7079 | -0.0817 | -0.7914 | -0.7590 | 0.4307 | 0.8196 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3074226 |
| 319 | -0.7495 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 0.8196 | A141 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1620159 |
| 320 | 1.6907 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2582987 |
| 321 | 1.5106 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2282820 |
| 322 | 0.9114 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A288 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1097327 |
| 323 | 0.8854 | 0.6795 | -0.6551 | -0.7590 | 0.4307 | 0.8196 | A262 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3540777 |
| 324 | 0.3069 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.8196 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1151965 |
| 325 | -1.2604 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.8196 | A18 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1541259 |
| 326 | -0.5521 | -0.0817 | -0.2850 | -0.7590 | -0.6741 | 0.8196 | A132 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2400671 |
| 327 | 0.0454 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.8196 | A168 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0871438 |
| 328 | -0.5590 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.8196 | A95 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2047279 |
| 329 | -0.5590 | -1.2710 | -0.9473 | -0.7590 | 2.6404 | 0.8196 | A11 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4585270 |
| 330 | 2.4787 | 0.6795 | 0.1435 | -0.0501 | 0.4307 | 0.8196 | A329 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2260346 |
| 331 | -1.4180 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1022791 |
| 332 | -0.3858 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.8196 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2180063 |
| 333 | 0.7901 | -0.8905 | -0.6551 | -0.0501 | -0.6741 | 0.8196 | A175 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3287771 |
| 334 | -0.3945 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A99 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0902350 |
| 335 | 1.3374 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.8196 | A333 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2930465 |
| 336 | 1.6976 | 0.6795 | 0.1435 | 1.3676 | 0.4307 | 0.8196 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2446372 |
| 337 | -0.7426 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | 0.8196 | A83 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1334502 |
| 338 | -0.1278 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.8196 | A106 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1359684 |
| 339 | -1.1756 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A35 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1072676 |
| 340 | 0.8334 | -0.8905 | -0.6746 | -0.7590 | -0.6741 | 0.8196 | A144 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.3130517 |
| 341 | -1.3314 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.8196 | A35 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1015148 |
| 342 | -1.5981 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A37 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1997481 |
| 343 | -0.9140 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A55 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1425715 |
| 344 | -0.4395 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.4969 | A60 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1200742 |
| 345 | -0.0481 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 0.4969 | A91 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3037615 |
| 346 | 2.2969 | 0.6795 | -0.2850 | 1.3676 | 2.6404 | 0.4969 | A413 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.2338978 |
| 347 | -0.5070 | 0.6795 | -0.2850 | -0.7590 | 0.4307 | 0.4969 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3103854 |
| 348 | -0.6802 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.4969 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2304732 |
| 349 | 0.0454 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2417157 |
| 350 | -0.2057 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.4969 | A98 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1230892 |
| 351 | -0.9850 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.4969 | A36 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1865227 |
| 352 | 0.4871 | 0.6795 | 0.0422 | -0.0501 | 0.4307 | 0.4969 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1391683 |
| 353 | -0.0862 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A118 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1108879 |
| 354 | 0.8092 | 0.6795 | 0.5136 | -0.0501 | -0.6741 | 0.4969 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2569256 |
| 355 | -0.3010 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.4969 | A112 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2293098 |
| 356 | 0.1164 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.4969 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1257042 |
| 357 | 0.2533 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A118 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1674712 |
| 358 | -0.6473 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A87 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0994048 |
| 359 | -0.7253 | -0.8905 | -0.7135 | -0.7590 | -0.6741 | 0.4969 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0868531 |
| 360 | 0.3831 | -0.0817 | -0.2850 | -0.0501 | 2.6404 | 0.4969 | A320 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.1790270 |
| 361 | -0.9054 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A55 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1424215 |
| 362 | 1.6041 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.4969 | A326 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2914826 |
| 363 | -0.0568 | -1.2710 | 0.4473 | -0.0501 | -0.6741 | 0.4969 | A160 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1438124 |
| 364 | 0.4853 | -0.0817 | -0.3629 | -0.0501 | 0.4307 | 0.4969 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2255855 |
| 365 | -0.8119 | -0.0817 | -0.6551 | -0.7590 | 0.4307 | 0.4969 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2831866 |
| 366 | 2.0302 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.4969 | A368 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3279187 |
| 367 | 0.2446 | -0.8905 | -0.6551 | -0.0501 | -0.6741 | 0.4969 | A175 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1974034 |
| 368 | -0.2923 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A109 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0765379 |
| 369 | -0.0481 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A118 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1185212 |
| 370 | 0.2186 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A179 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2382807 |
| 371 | -0.9054 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 0.4969 | A141 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1691465 |
| 372 | 0.1407 | 0.6795 | -1.1420 | -0.7590 | -0.6741 | 0.4969 | A140 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2639166 |
| 373 | 2.0458 | 0.6795 | 0.4434 | -0.7590 | 0.4307 | 0.4969 | A329 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2259082 |
| 374 | -1.2604 | -1.2710 | -1.1927 | -1.1134 | 0.4307 | 0.4969 | A15 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3656745 |
| 375 | -0.8985 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A55 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1399881 |
| 376 | 0.4715 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.4969 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3127324 |
| 377 | -0.3858 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 0.4969 | A160 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1326209 |
| 378 | 0.1338 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.4969 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1228042 |
| 379 | 0.8178 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.4969 | A188 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1754200 |
| 380 | 1.0915 | 0.6795 | -0.6551 | -0.7590 | 0.4307 | 0.4969 | A262 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3875278 |
| 381 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A63 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1346819 |
| 382 | 0.9114 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.4969 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1271354 |
| 383 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.4969 | A63 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1346819 |
| 384 | -0.7409 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.4969 | A27 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2133561 |
| 385 | -0.5677 | -0.0817 | -1.1927 | -1.1134 | 0.4307 | 0.4969 | A68 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3874437 |
| 386 | -0.8811 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.4969 | A60 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1692061 |
| 387 | 0.4109 | -0.8905 | 0.5136 | -0.0501 | -0.6741 | 0.4969 | A202 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1846782 |
| 388 | -0.2577 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.7120 | A127 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1782017 |
| 389 | -0.7166 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A57 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1545865 |
| 390 | -1.1149 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.7120 | A55 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1353176 |
| 391 | -0.3789 | -0.8905 | -0.6356 | -0.7590 | -0.6741 | 0.7120 | A99 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0995684 |
| 392 | 2.9117 | 0.6795 | 0.4434 | 1.3676 | 2.6404 | 0.7120 | A413 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3397801 |
| 393 | -0.0325 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.7120 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2020596 |
| 394 | 0.7382 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.7120 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1493864 |
| 395 | -0.4741 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A70 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0962701 |
| 396 | 0.7555 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.7120 | A144 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3374937 |
| 397 | 5.5095 | 0.6795 | 3.0651 | 4.2032 | 2.6404 | 0.7120 | A440 | B12 | 5.5095223 | 0.6794579 | 3.0650965 | 4.2031619 | 2.6404120 | 0.4969247 | 0.0358656 |
| 398 | 1.2577 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.7120 | A314 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2618299 |
| 399 | 0.9824 | -0.8905 | 2.5197 | -0.0501 | -0.6741 | 0.7120 | A390 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.6368019 |
| 400 | 0.1770 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | 0.7120 | A202 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1571686 |
| 401 | 0.9114 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.7120 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1552160 |
| 402 | -0.3356 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | 0.7120 | A84 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1177380 |
| 403 | -0.7253 | -1.2710 | 0.0422 | -0.7590 | -0.6741 | 0.7120 | A108 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2615519 |
| 404 | -0.5677 | -0.8905 | -0.7759 | -0.7590 | 0.4307 | 0.7120 | A101 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1470902 |
| 405 | 0.1251 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A118 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1601850 |
| 406 | 0.0454 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 0.7120 | A159 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1103862 |
| 407 | -0.0481 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A106 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1313184 |
| 408 | 0.4715 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.7120 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1402271 |
| 409 | -0.5521 | -0.8905 | -0.6551 | -0.7590 | 0.4307 | 0.7120 | A101 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1243569 |
| 410 | 0.7087 | 0.6795 | 0.0422 | -0.0501 | 0.4307 | 0.7120 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1590682 |
| 411 | 1.3461 | 0.6795 | -0.2850 | 1.3676 | 0.4307 | 0.7120 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2395372 |
| 412 | 1.3530 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.7120 | A280 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2716132 |
| 413 | -0.4655 | -0.0817 | -0.6551 | -0.7590 | 0.4307 | 0.7120 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2288152 |
| 414 | -0.2750 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.7120 | A99 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0922184 |
| 415 | 3.0780 | 0.6795 | 2.2860 | 1.3676 | -0.6741 | 0.7120 | A423 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.7780320 |
| 416 | 0.9824 | -0.8905 | 0.4941 | -0.0501 | 2.6404 | 0.7120 | A255 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4205591 |
| 417 | 0.4801 | 0.6795 | 0.0422 | -0.0501 | 0.4307 | 0.7120 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1209682 |
| 418 | 0.0870 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.7120 | A144 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2260771 |
| 419 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.7120 | A63 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.0988319 |
| 420 | 0.2273 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.7120 | A195 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2049844 |
| 421 | -1.2604 | -1.2710 | -1.1927 | -1.1134 | 0.4307 | 0.7120 | A15 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3298245 |
| 422 | 1.3288 | 0.6795 | 0.4941 | -0.0501 | 2.6404 | 0.7120 | A357 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3522304 |
| 423 | -0.3010 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.7120 | A114 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2100187 |
| 424 | -0.0394 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.7120 | A168 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0562356 |
| 425 | -0.4205 | 0.6795 | -0.2850 | -0.7590 | 0.4307 | 0.7120 | A173 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2789353 |
| 426 | -0.5677 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.7120 | A48 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1613348 |
| 427 | 0.3624 | -0.0817 | 0.0422 | -0.0501 | 0.4307 | 0.7120 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1699238 |
| 428 | 2.9048 | -0.0817 | 2.2860 | 1.3676 | -0.6741 | 0.7120 | A423 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.7569912 |
| 429 | 1.1642 | -0.0817 | 0.4473 | 1.3676 | 0.4307 | 0.7120 | A347 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2942383 |
| 430 | -1.2518 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.7120 | A31 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1598236 |
| 431 | -0.8985 | 0.6795 | -0.6551 | -0.7590 | -0.6741 | 0.7120 | A125 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1858821 |
| 432 | -1.0716 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.7120 | A55 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1425342 |
| 433 | -0.6387 | 0.6795 | -0.6551 | -0.7590 | 0.4307 | 0.7120 | A173 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2901885 |
| 434 | -0.5590 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A90 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0615335 |
| 435 | -1.5981 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A22 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1651814 |
| 436 | -1.4596 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A26 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1584625 |
| 437 | -1.2448 | -0.8905 | -0.6551 | -0.7590 | -0.6741 | 0.7120 | A63 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1214152 |
| 438 | 2.5913 | 0.6795 | 0.4434 | -0.0501 | 0.4307 | 0.7120 | A360 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2569721 |
| 439 | -0.7253 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A59 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1200848 |
| 440 | 0.1338 | -0.0817 | 0.0422 | -0.0501 | 0.4307 | 0.7120 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1691813 |
| 441 | -0.9175 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.7120 | A70 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1559519 |
| 442 | -0.9054 | -0.8905 | -0.2850 | -0.0501 | -0.6741 | 0.7120 | A115 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2564023 |
| 443 | -0.1711 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A57 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1776047 |
| 444 | 1.3288 | 0.6795 | 2.5197 | -0.0501 | -0.6741 | 0.7120 | A410 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.6594364 |
| 445 | -0.2040 | -1.2710 | 0.0422 | -0.7590 | 2.6404 | 0.7120 | A11 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3553898 |
| 446 | -1.5912 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A26 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1803959 |
| 447 | 1.6994 | 0.6795 | -0.2850 | 1.3676 | 0.4307 | 0.7120 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2984206 |
| 448 | -0.4741 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 0.7120 | A91 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2134704 |
| 449 | 0.9114 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.7120 | A288 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.0917994 |
| 450 | 0.8334 | 0.6795 | -0.6551 | -0.0501 | 0.4307 | 0.7120 | A262 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2466965 |
| 451 | -0.1278 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A128 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1935579 |
| 452 | -0.7790 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.7120 | A59 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1290348 |
| 453 | -0.1278 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.7120 | A99 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1180350 |
| 454 | 0.1251 | 0.6795 | -0.7759 | -0.7590 | 0.4307 | -0.0812 | A197 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3832020 |
| 455 | -0.9937 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | -0.0812 | A27 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3487092 |
| 456 | 1.5175 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | -0.0812 | A209 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4746131 |
| 457 | 0.6447 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A217 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2429200 |
| 458 | -0.6473 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | -0.0812 | A113 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3494540 |
| 459 | 0.9910 | -0.8905 | 0.4473 | 1.3676 | 0.4307 | -0.0812 | A323 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2885190 |
| 460 | 1.0846 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | -0.0812 | A310 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1889354 |
| 461 | 2.5653 | 0.6795 | 0.4434 | 1.3676 | 2.6404 | -0.0812 | A413 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3639797 |
| 462 | -1.0872 | -0.8905 | -1.1927 | -1.1134 | 0.4307 | -0.0812 | A40 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4352976 |
| 463 | 0.2896 | 0.6795 | 0.0266 | -0.0501 | 2.6404 | -0.0812 | A344 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.2572833 |
| 464 | 0.8178 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A248 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3264873 |
| 465 | 0.2983 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -0.0812 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3802157 |
| 466 | 0.3104 | 0.6795 | -0.5577 | -0.7590 | -0.6741 | -0.0812 | A180 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3513735 |
| 467 | -0.0325 | -0.8905 | -0.2850 | -0.0501 | 2.6404 | -0.0812 | A249 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3040671 |
| 468 | -0.3945 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | -0.0812 | A64 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2554892 |
| 469 | 0.0714 | -0.8905 | -0.6551 | -0.7590 | -0.6741 | -0.0812 | A145 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2549212 |
| 470 | 0.8750 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | -0.0812 | A145 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.4312366 |
| 471 | -1.5981 | -1.2710 | -1.1927 | -0.7590 | -0.6741 | -0.0812 | A23 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3221959 |
| 472 | 0.6499 | -0.0817 | -0.7836 | -0.7590 | -0.6741 | -0.0812 | A147 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4375324 |
| 473 | 0.8334 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | -0.0812 | A273 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3607516 |
| 474 | -0.5365 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | -0.0812 | A58 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1721710 |
| 475 | -1.0197 | -0.0817 | -0.6551 | -0.7590 | 0.4307 | -0.0812 | A148 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4141700 |
| 476 | 0.0454 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A199 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1842124 |
| 477 | -0.5607 | -0.0817 | -0.2850 | -0.7590 | 0.4307 | -0.0812 | A148 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3244956 |
| 478 | 1.1261 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | -0.0812 | A209 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4093798 |
| 479 | -0.8985 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | -0.0812 | A58 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2325043 |
| 480 | 1.3461 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | -0.0812 | A354 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3102520 |
| 481 | -1.0786 | -0.8905 | 0.0266 | -0.7590 | -0.6741 | -0.0812 | A117 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2827255 |
| 482 | 1.3530 | 0.6795 | 0.1435 | 1.3676 | 0.4307 | -0.0812 | A373 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2965905 |
| 483 | 0.5650 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A248 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2843539 |
| 484 | 1.5227 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | -0.0812 | A297 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.3189734 |
| 485 | 1.0066 | 0.6795 | -0.2850 | 1.3676 | 0.4307 | -0.0812 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4154509 |
| 486 | -0.6473 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | -0.0812 | A110 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1957548 |
| 487 | -0.9054 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | -0.0812 | A93 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2387715 |
| 488 | -0.7253 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | -0.0812 | A58 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2036377 |
| 489 | -1.3730 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | -0.0812 | A23 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2762292 |
| 490 | 0.1060 | -0.0817 | -0.2850 | -0.0501 | 2.6404 | -0.0812 | A344 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2723999 |
| 491 | -0.0394 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A199 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1300619 |
| 492 | 0.2186 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | -0.0812 | A199 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1719034 |
| 493 | 0.1926 | 0.6795 | -0.7836 | -0.7590 | -0.6741 | 0.9406 | A155 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2514729 |
| 494 | 1.5106 | 0.6795 | 0.4473 | 1.3676 | 0.4307 | 0.9406 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2105613 |
| 495 | 1.0066 | -0.0817 | -0.7135 | -0.0501 | 0.4307 | 0.9406 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3919688 |
| 496 | 1.5106 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2484487 |
| 497 | -0.2144 | -0.0817 | 0.0422 | -0.7590 | -0.6741 | 0.9406 | A156 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3505476 |
| 498 | -1.4180 | 0.6795 | -0.5577 | -0.7590 | -0.6741 | 0.9406 | A102 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3267987 |
| 499 | 1.1625 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | 0.9406 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3567502 |
| 500 | -1.1669 | -0.8905 | -1.1927 | -1.1134 | -0.6741 | 0.9406 | A32 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1631033 |
| 501 | 0.3069 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.9406 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1353632 |
| 502 | -1.5912 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.9406 | A42 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1382089 |
| 503 | 0.2186 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1361771 |
| 504 | -0.7322 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.9406 | A103 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2084337 |
| 505 | 0.1320 | -0.0817 | 0.0422 | -0.0501 | -0.6741 | 0.9406 | A204 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2261585 |
| 506 | -1.4700 | -1.2710 | -1.1420 | -0.7590 | -0.6741 | 0.9406 | A26 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1493256 |
| 507 | 0.3589 | -0.0817 | -0.7836 | -0.0501 | -0.6741 | 0.9406 | A128 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2866403 |
| 508 | -1.2535 | -0.8905 | -0.6746 | -0.7590 | 0.4307 | 0.9406 | A101 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2636102 |
| 509 | 0.5044 | -0.0817 | -0.2850 | -0.7590 | 0.4307 | 0.9406 | A185 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3176333 |
| 510 | 1.6041 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2640320 |
| 511 | 0.4801 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A274 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2462214 |
| 512 | -1.0872 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.9406 | A56 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1303473 |
| 513 | 1.0846 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A299 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1587660 |
| 514 | 0.0714 | -1.2710 | -0.7836 | -0.7590 | 2.6404 | 0.9406 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3463437 |
| 515 | 1.0863 | 0.6795 | 0.0422 | -0.0501 | 2.6404 | 0.9406 | A357 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3787651 |
| 516 | 1.8639 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3073320 |
| 517 | 0.3502 | -0.0817 | 0.4473 | -0.0501 | -0.6741 | 0.9406 | A204 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2573085 |
| 518 | -0.4551 | 0.6795 | 0.0266 | -0.7590 | -0.6741 | 0.9406 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2785563 |
| 519 | -0.2213 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A159 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1658280 |
| 520 | 0.7382 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2032048 |
| 521 | 1.5089 | 0.6795 | 0.0422 | -0.0501 | -0.6741 | 0.9406 | A251 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3146364 |
| 522 | 0.9114 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1933160 |
| 523 | -1.0370 | -1.2710 | -1.1420 | -0.7590 | 0.4307 | 0.9406 | A38 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3128437 |
| 524 | 0.3052 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1506105 |
| 525 | -0.4828 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.9406 | A88 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0956850 |
| 526 | 0.9547 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.9406 | A251 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2374682 |
| 527 | 0.6447 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A290 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2187881 |
| 528 | 2.4960 | 0.6795 | 0.0422 | -0.0501 | 2.6404 | 0.9406 | A394 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.2830720 |
| 529 | 0.7382 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1874864 |
| 530 | 0.7399 | 0.6795 | 0.0422 | -0.0501 | 2.6404 | 0.9406 | A336 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4364985 |
| 531 | 1.0413 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.9406 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3263354 |
| 532 | 0.6776 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 0.9406 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3292208 |
| 533 | 1.0066 | 0.6795 | -0.2850 | 1.3676 | 0.4307 | 0.9406 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3262309 |
| 534 | -1.0786 | -0.8905 | -0.2850 | -0.0501 | -0.6741 | 0.9406 | A115 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3180783 |
| 535 | 0.9547 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.9406 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3119021 |
| 536 | -0.6473 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.9406 | A72 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1143502 |
| 537 | -1.0803 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.9406 | A53 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1165450 |
| 538 | 0.3624 | 0.6795 | 0.0422 | -0.0501 | 0.4307 | 0.9406 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1394515 |
| 539 | 0.8178 | -0.8905 | 0.4473 | 1.3676 | 0.4307 | 0.9406 | A323 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2417050 |
| 540 | -1.5133 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 0.9406 | A18 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1998862 |
| 541 | 1.1798 | 0.6795 | -0.7836 | -0.7590 | 2.6404 | 0.9406 | A342 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.5312036 |
| 542 | 0.4871 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 0.9406 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2974708 |
| 543 | 0.9997 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.9406 | A280 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2508299 |
| 544 | 0.4801 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A239 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1444697 |
| 545 | -0.7322 | -0.0817 | -0.2850 | -0.7590 | -0.6741 | 0.9406 | A132 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2902504 |
| 546 | 0.0021 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.9406 | A106 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2500271 |
| 547 | 0.1753 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.9406 | A144 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2788937 |
| 548 | 0.9114 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2163530 |
| 549 | 0.7815 | -0.0817 | -0.2850 | -0.0501 | -0.6741 | 0.9406 | A221 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2576465 |
| 550 | 1.3461 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.9406 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2210320 |
| 551 | 0.2186 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.9406 | A189 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1361771 |
| 552 | 1.3461 | 0.6795 | -0.2850 | 1.3676 | 0.4307 | 0.9406 | A355 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2776372 |
| 553 | -0.9054 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.9406 | A72 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1469783 |
| 554 | -0.9747 | -0.0817 | -0.2850 | -0.7590 | 0.4307 | 0.6045 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2801483 |
| 555 | -0.5590 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.6045 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2158258 |
| 556 | -0.9054 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 0.6045 | A112 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2458856 |
| 557 | 0.6776 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 0.6045 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2732041 |
| 558 | -1.2518 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.6045 | A63 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1167486 |
| 559 | 0.0818 | 0.6795 | 0.0461 | -0.0501 | 2.6404 | 0.6045 | A336 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3474315 |
| 560 | -0.3789 | -1.2710 | -0.9473 | -0.7590 | -0.6741 | 0.6045 | A84 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0926047 |
| 561 | -0.3789 | 0.6795 | 0.1435 | -0.7590 | -0.6741 | 0.6045 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2739974 |
| 562 | -1.0786 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A63 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1302169 |
| 563 | -0.5244 | -0.8905 | 0.0461 | -0.0501 | 0.4307 | 0.6045 | A176 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1696800 |
| 564 | 0.2965 | -0.8905 | -1.1420 | -0.7590 | 2.6404 | 0.6045 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2694208 |
| 565 | -0.4741 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A90 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0424017 |
| 566 | 0.5044 | -0.0817 | -0.2850 | -0.7590 | 0.4307 | 0.6045 | A191 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2786334 |
| 567 | 0.5754 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.6045 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1411133 |
| 568 | 0.2186 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | 0.6045 | A204 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1754310 |
| 569 | -0.4741 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A120 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1371991 |
| 570 | -0.7322 | -0.0817 | 0.0266 | -0.7590 | -0.6741 | 0.6045 | A132 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3054415 |
| 571 | 1.2577 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.6045 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2027124 |
| 572 | 0.6447 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.6045 | A264 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.0993548 |
| 573 | 1.4309 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.6045 | A353 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2101020 |
| 574 | 0.2983 | -1.2710 | 0.4473 | 1.3676 | 0.4307 | 0.6045 | A307 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3356884 |
| 575 | 0.7382 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.6045 | A253 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1498922 |
| 576 | -0.9747 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.6045 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2616232 |
| 577 | -0.8985 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.6045 | A59 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1310348 |
| 578 | -0.5001 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 0.6045 | A90 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0367850 |
| 579 | -1.4336 | -0.8905 | -1.1927 | -1.1134 | 0.4307 | 0.6045 | A15 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3594860 |
| 580 | -0.6906 | -0.8905 | -1.1420 | -0.7590 | -0.6741 | 0.6045 | A75 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.0963848 |
| 581 | 0.4801 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.6045 | A264 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1267881 |
| 582 | -0.0394 | -0.0817 | 0.0266 | -0.0501 | 0.4307 | 0.6045 | A238 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1945481 |
| 583 | 1.0846 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 0.6045 | A314 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2150632 |
| 584 | -1.0803 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 0.6045 | A141 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1812992 |
| 585 | -0.9054 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A77 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1013502 |
| 586 | -1.5981 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1694291 |
| 587 | 0.3589 | 0.6795 | -0.7836 | -0.0501 | 0.4307 | 0.6045 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1881300 |
| 588 | -1.2518 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.6045 | A89 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1998486 |
| 589 | -0.0325 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.6045 | A216 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1821344 |
| 590 | -1.2518 | -0.0817 | -1.1927 | -1.1134 | -0.6741 | 0.6045 | A50 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3125402 |
| 591 | -0.5070 | -0.8905 | -0.7836 | -0.7590 | 0.4307 | 0.6045 | A122 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.1203402 |
| 592 | -0.3858 | -0.0817 | 0.0422 | -0.0501 | -0.6741 | 0.6045 | A204 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2321523 |
| 593 | -0.9158 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.6045 | A55 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1377519 |
| 594 | -0.4205 | -0.8905 | 0.0422 | -0.0501 | -0.6741 | 0.6045 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1031356 |
| 595 | 1.1625 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | 0.6045 | A311 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3007335 |
| 596 | -1.7713 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.6045 | A22 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2119648 |
| 597 | 0.8178 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A317 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2671646 |
| 598 | -0.2144 | 1.1076 | -1.1927 | -1.1134 | -0.6741 | 1.1422 | A30 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3675021 |
| 599 | 1.5089 | 0.6795 | 0.0422 | -0.0501 | -0.6741 | 1.1422 | A251 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3482364 |
| 600 | 1.3028 | 0.6795 | 0.0266 | 1.3676 | 0.4307 | 1.1422 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2585309 |
| 601 | 0.1338 | 0.6795 | 0.0422 | -0.0501 | 0.4307 | 1.1422 | A259 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1723091 |
| 602 | 0.5650 | 1.1076 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A239 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2635697 |
| 603 | -0.3789 | 0.6795 | 0.1435 | -0.7590 | -0.6741 | 1.1422 | A154 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3443396 |
| 604 | 1.1885 | 0.6795 | -0.2850 | -0.0501 | 2.6404 | 1.1422 | A357 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4498651 |
| 605 | 0.0021 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 1.1422 | A106 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2836271 |
| 606 | -0.4828 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 1.1422 | A88 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1292850 |
| 607 | 1.5262 | 2.2969 | 0.4434 | 1.3676 | 0.4307 | 1.1422 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4122755 |
| 608 | 2.7385 | 0.6795 | 0.4434 | -0.0501 | 2.6404 | 1.1422 | A394 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4006205 |
| 609 | 1.0846 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 1.1422 | A338 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2902258 |
| 610 | 1.3530 | 2.2969 | 0.4434 | 1.3676 | 0.4307 | 1.1422 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3834089 |
| 611 | 1.0846 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A317 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3116313 |
| 612 | -0.6802 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 1.1422 | A234 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3086257 |
| 613 | -0.2213 | 2.2969 | -1.1927 | -1.1134 | 0.4307 | 1.1422 | A210 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.5828383 |
| 614 | 1.0066 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 1.1422 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3541521 |
| 615 | 0.2186 | -0.0817 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A204 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2466252 |
| 616 | 0.6447 | -0.0817 | 0.4473 | 1.3676 | 0.4307 | 1.1422 | A347 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.4164689 |
| 617 | -1.5133 | -1.2710 | -1.1927 | -1.1134 | -0.6741 | 1.1422 | A8 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2334862 |
| 618 | 2.2189 | 2.2969 | 2.2860 | 1.3676 | 0.4307 | 1.1422 | A402 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.8348255 |
| 619 | 0.7382 | 1.1076 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A239 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2924364 |
| 620 | -0.5677 | 0.6795 | -0.7759 | -0.7590 | 0.4307 | 1.1422 | A173 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3299218 |
| 621 | 1.0413 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 1.1422 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3599354 |
| 622 | 0.3589 | -0.0817 | -0.7836 | -0.0501 | 2.6404 | 1.1422 | A320 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3031959 |
| 623 | 1.3461 | 2.2969 | 0.4473 | 1.3676 | -0.6741 | 1.1422 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4207963 |
| 624 | 2.1150 | 0.6795 | -0.2850 | -0.0501 | 2.6404 | 1.1422 | A385 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3077053 |
| 625 | -0.3789 | -0.8905 | -0.7836 | -0.7590 | 0.4307 | 1.1422 | A100 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2199161 |
| 626 | 0.0541 | 0.6795 | -0.7836 | -0.7590 | -0.6741 | 1.1422 | A155 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2619896 |
| 627 | 0.4715 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 1.1422 | A270 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2178381 |
| 628 | 2.0111 | 0.6795 | 0.4434 | -0.0501 | 0.4307 | 1.1422 | A329 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2319721 |
| 629 | 0.0039 | -0.0817 | 0.4473 | -0.0501 | -0.6741 | 1.1422 | A204 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3348186 |
| 630 | -0.3945 | 2.2969 | -0.2850 | -0.7590 | 0.4307 | 1.1422 | A210 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4013550 |
| 631 | -1.0786 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 1.1422 | A102 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3492821 |
| 632 | 0.9114 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A317 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2827646 |
| 633 | 1.1625 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | 1.1422 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3903502 |
| 634 | -1.5912 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 1.1422 | A49 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2549089 |
| 635 | -1.2518 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 1.1422 | A51 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2576450 |
| 636 | -0.7322 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 1.1422 | A154 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3699452 |
| 637 | 0.7382 | -0.0817 | 0.4473 | 1.3676 | -0.6741 | 1.1422 | A312 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2857020 |
| 638 | -0.9054 | -0.0817 | -0.2850 | -0.0501 | -0.6741 | 1.1422 | A132 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4478570 |
| 639 | 0.4871 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | 1.1422 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2613515 |
| 640 | -1.1929 | -0.8905 | -0.9473 | -0.7590 | -0.6741 | 1.1422 | A53 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1165761 |
| 641 | -1.0266 | -0.8905 | -0.6746 | -0.7590 | -0.6741 | 1.1422 | A53 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1772617 |
| 642 | 0.1580 | -0.8905 | -1.1420 | -0.7590 | 2.6404 | 1.1422 | A1 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3618270 |
| 643 | -0.3858 | -0.0817 | -0.7836 | -0.0501 | -0.6741 | 1.1422 | A120 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3391246 |
| 644 | -0.5677 | 1.1076 | -1.1927 | -1.1134 | 0.4307 | 1.1422 | A68 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4789009 |
| 645 | 0.4715 | -0.8905 | 0.4473 | 1.3676 | 0.4307 | 1.1422 | A307 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3330217 |
| 646 | -0.3010 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 1.1422 | A159 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2127113 |
| 647 | 0.0714 | -0.0817 | -0.2850 | -0.7590 | -0.6741 | 1.1422 | A156 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3517127 |
| 648 | -0.2473 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 1.1422 | A234 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2364757 |
| 649 | -1.0716 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2219950 |
| 650 | 1.5781 | 0.6795 | 0.4434 | -0.0501 | -0.6741 | 1.5724 | A300 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.4446793 |
| 651 | 0.7053 | 0.6795 | 0.4551 | -0.0501 | 2.6404 | 1.5724 | A336 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.5307499 |
| 652 | -0.7322 | 1.1076 | -1.1927 | -1.1134 | -0.6741 | 1.5724 | A30 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4304112 |
| 653 | -0.7253 | 0.6795 | -0.7836 | -0.7590 | -0.6741 | 1.5724 | A131 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2789987 |
| 654 | -0.9158 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2629307 |
| 655 | -0.5677 | -1.2710 | 0.0500 | -0.0501 | 0.4307 | 1.5724 | A161 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4022800 |
| 656 | -0.9054 | -0.0817 | -0.2850 | -0.0501 | -0.6741 | 1.5724 | A205 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.5195570 |
| 657 | -0.0325 | 2.2969 | -0.2850 | -0.0501 | -0.6741 | 1.5724 | A283 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3226232 |
| 658 | -0.3269 | -0.8905 | 0.0266 | -0.0501 | -0.6741 | 1.5724 | A153 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2514523 |
| 659 | -0.5677 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A135 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3288613 |
| 660 | -0.3789 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 1.5724 | A234 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3346207 |
| 661 | 0.8265 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | 1.5724 | A267 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3896182 |
| 662 | 0.3139 | 0.6795 | -0.7836 | -0.7590 | 0.4307 | 1.5724 | A173 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.4057111 |
| 663 | 0.3918 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 1.5724 | A270 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3662381 |
| 664 | 2.7385 | 0.6795 | 0.4434 | -0.0501 | 2.6404 | 1.5724 | A394 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4723205 |
| 665 | -1.2518 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A103 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3293450 |
| 666 | -1.0786 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 1.5724 | A17 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4167945 |
| 667 | 0.2273 | 2.2969 | 0.0266 | -0.0501 | 0.4307 | 1.5724 | A332 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3318298 |
| 668 | -0.1278 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A153 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2143689 |
| 669 | -0.0394 | 2.2969 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A19 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4426330 |
| 670 | 1.0863 | 2.2969 | 0.4941 | -0.0501 | 2.6404 | 1.5724 | A395 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.7828228 |
| 671 | 2.2189 | 2.2969 | 2.2860 | 1.3676 | 0.4307 | 1.5724 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.9065255 |
| 672 | -1.2171 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1977450 |
| 673 | 0.5892 | 2.2969 | 0.0461 | -0.0501 | -0.6741 | 1.5724 | A283 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3001146 |
| 674 | 0.3485 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 1.5724 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3796708 |
| 675 | 0.5667 | 2.2969 | 0.4551 | -0.0501 | 0.4307 | 1.5724 | A332 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4175866 |
| 676 | 0.2792 | 2.2969 | 0.0266 | -0.0501 | -0.6741 | 1.5724 | A283 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2701245 |
| 677 | -1.0803 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 1.5724 | A12 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3426159 |
| 678 | -0.3010 | -1.2710 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A153 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2844113 |
| 679 | -0.5677 | -1.2710 | 0.4473 | -0.0501 | -0.6741 | 1.5724 | A135 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3948861 |
| 680 | 0.4784 | -1.2710 | 0.4473 | 1.3676 | -0.6741 | 1.5724 | A270 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3518048 |
| 681 | 1.3357 | 0.6795 | 0.0422 | -0.0501 | -0.6741 | 1.5724 | A240 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3910697 |
| 682 | 0.2169 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A240 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2695635 |
| 683 | -0.0671 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | 1.5724 | A240 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3162468 |
| 684 | -1.0786 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2234117 |
| 685 | 1.5781 | 2.2969 | 0.4434 | 1.3676 | 0.4307 | 1.5724 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4926255 |
| 686 | -1.0266 | -0.8905 | -0.6746 | -0.7590 | -0.6741 | 1.5724 | A46 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2489617 |
| 687 | -0.5070 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | 1.5724 | A2 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4313398 |
| 688 | 1.5106 | 2.2969 | 0.4473 | 1.3676 | 0.4307 | 1.5724 | A396 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4820255 |
| 689 | -0.0498 | -0.8905 | -0.7836 | -0.7590 | 0.4307 | 1.5724 | A100 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3464661 |
| 690 | 0.9096 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A317 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3541646 |
| 691 | -1.4180 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2133422 |
| 692 | -0.3858 | 1.1076 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A134 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3330063 |
| 693 | 1.0932 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 1.5724 | A362 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3219550 |
| 694 | -0.8119 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | 1.5724 | A46 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2458002 |
| 695 | -0.3945 | -0.0817 | 0.0266 | -0.7590 | -0.6741 | 1.5724 | A103 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4262579 |
| 696 | 0.6880 | 2.2969 | -0.2850 | -0.0501 | 2.6404 | 1.5724 | A395 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.7352186 |
| 697 | 0.7745 | 2.2969 | 0.4941 | -0.0501 | 0.4307 | 1.5724 | A332 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4587199 |
| 698 | 0.0991 | 0.6795 | 0.4551 | -0.0501 | 0.4307 | 1.5724 | A267 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3186091 |
| 699 | -0.0394 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A240 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3122801 |
| 700 | 1.0413 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 1.5724 | A252 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.4316354 |
| 701 | -0.4378 | 2.2969 | -0.7914 | -0.7590 | -0.6741 | 1.5724 | A19 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.5116163 |
| 702 | -0.2213 | 2.2969 | -1.1927 | -1.1134 | 0.4307 | 1.5724 | A210 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.6545383 |
| 703 | -0.0481 | -0.0817 | 0.4473 | -0.0501 | -0.6741 | 1.5724 | A205 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.4019104 |
| 704 | -0.8534 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | 1.5724 | A2 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4890731 |
| 705 | -0.8205 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 1.5724 | A67 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3737779 |
| 706 | 0.7087 | 2.2969 | 0.4941 | -0.0501 | 0.4307 | 1.5724 | A332 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4477532 |
| 707 | 0.1251 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | 1.5724 | A240 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3510801 |
| 708 | -1.0786 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A102 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3391654 |
| 709 | 1.7513 | 0.6795 | 0.4434 | -0.0501 | -0.6741 | 1.5724 | A300 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.4158126 |
| 710 | 0.9997 | 1.1076 | 0.4473 | 1.3676 | -0.6741 | 1.5724 | A363 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3440234 |
| 711 | -0.3858 | -0.8905 | 0.0461 | -0.0501 | 0.4307 | 1.5724 | A200 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3369058 |
| 712 | -1.4249 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 1.5724 | A25 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2170755 |
| 713 | 0.1753 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 1.5724 | A96 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3841937 |
| 714 | 1.2318 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 1.5724 | A362 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2988550 |
| 715 | -0.9140 | 0.6795 | -1.1927 | -1.1134 | -0.6741 | 1.5724 | A67 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3893612 |
| 716 | 1.1279 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 1.5724 | A251 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3716348 |
| 717 | -0.5850 | 2.2969 | -0.7914 | -0.7590 | 0.4307 | 1.5724 | A210 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.5892050 |
| 718 | -0.7409 | -0.0817 | -0.7759 | -0.7590 | 0.4307 | 1.5724 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4358060 |
| 719 | -0.2213 | -0.8905 | 0.0500 | -0.0501 | 0.4307 | 1.5724 | A200 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3649725 |
| 720 | -0.5607 | -0.0817 | 0.0266 | -0.7590 | 0.4307 | 1.5724 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4243983 |
| 721 | -0.1295 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 1.5724 | A153 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2146523 |
| 722 | -0.0481 | 2.2969 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A19 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3402276 |
| 723 | -0.3789 | -0.8905 | 0.4434 | -0.7590 | -0.6741 | 0.6851 | A127 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2678103 |
| 724 | -1.4527 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.6851 | A89 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2135791 |
| 725 | 0.0437 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A216 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1505468 |
| 726 | -0.2161 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0812023 |
| 727 | -1.0266 | -0.8905 | -0.6746 | -0.7590 | -0.6741 | 0.6851 | A77 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1518669 |
| 728 | -0.9071 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A77 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1150669 |
| 729 | 0.2203 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.6851 | A264 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1835214 |
| 730 | 0.8265 | 0.6795 | 0.4941 | 1.3676 | 0.4307 | 0.6851 | A348 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2310583 |
| 731 | 0.3069 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A279 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.1655525 |
| 732 | -0.2646 | -0.8905 | 0.4941 | -0.0501 | 0.4307 | 0.6851 | A213 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2838892 |
| 733 | -0.2161 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0812023 |
| 734 | 1.0066 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 0.6851 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.1925916 |
| 735 | 1.5193 | 0.6795 | 2.2860 | 2.7854 | -0.6741 | 0.6851 | A417 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.4310932 |
| 736 | 0.4871 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.6851 | A195 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1836073 |
| 737 | -0.3079 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.0965023 |
| 738 | 1.3530 | 2.2969 | 0.4473 | 1.3676 | 2.6404 | 0.6851 | A424 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.5646824 |
| 739 | -0.8985 | -0.0817 | -0.2850 | -0.0501 | 0.4307 | 0.6851 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3067290 |
| 740 | -1.0716 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.6851 | A62 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1320486 |
| 741 | -1.5912 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.6851 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1522624 |
| 742 | -0.1260 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | 0.6851 | A266 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2147424 |
| 743 | 1.2595 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.6851 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.5028795 |
| 744 | 0.5840 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | 0.6851 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2091182 |
| 745 | 0.3624 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | 0.6851 | A266 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1721849 |
| 746 | 0.9114 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.6851 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2469957 |
| 747 | -0.1537 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.6851 | A216 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1795468 |
| 748 | 0.4871 | 2.2969 | 0.0578 | 1.3676 | 0.4307 | 0.6851 | A392 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4705312 |
| 749 | 0.9997 | 2.2969 | 0.4473 | 1.3676 | -0.6741 | 0.6851 | A388 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3984433 |
| 750 | -0.0325 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.6851 | A216 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.1593468 |
| 751 | -0.9920 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A77 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1292169 |
| 752 | -0.8188 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.6851 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2555424 |
| 753 | 0.8144 | -0.8905 | -0.7836 | -0.7590 | 2.6404 | 0.6851 | A4 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3094374 |
| 754 | 0.3849 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.6851 | A264 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1560881 |
| 755 | 1.2560 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.6851 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.5034629 |
| 756 | 0.1407 | 0.6795 | 0.0578 | 1.3676 | 0.4307 | 0.6851 | A341 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3338591 |
| 757 | 0.7226 | 0.6795 | 2.5976 | -0.0501 | 0.4307 | 0.6851 | A346 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.5828015 |
| 758 | -0.0481 | 0.6795 | 0.0500 | -0.0501 | 0.4307 | 0.6851 | A247 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.1277424 |
| 759 | -1.0786 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A102 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.1912821 |
| 760 | 1.4309 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.6851 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.4743129 |
| 761 | 0.4715 | 2.2969 | 0.4473 | -0.0501 | -0.6741 | 0.6851 | A279 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2435092 |
| 762 | -0.7339 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.6851 | A108 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1680169 |
| 763 | -1.2448 | -0.8905 | -0.7914 | -0.7590 | 0.4307 | 0.6851 | A76 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2580402 |
| 764 | 0.6932 | 0.6795 | 0.0578 | 1.3676 | 2.6404 | 0.6851 | A399 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.3810913 |
| 765 | 0.5494 | -0.8905 | 2.5976 | -0.0501 | 0.4307 | 0.6851 | A346 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.7508125 |
| 766 | 0.0870 | -0.8905 | -0.7836 | -0.7590 | 0.4307 | 0.6851 | A122 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2213828 |
| 767 | -1.4180 | -0.0817 | -0.2850 | -0.7590 | -0.6741 | 0.6851 | A132 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3425958 |
| 768 | -0.4759 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1245023 |
| 769 | -0.1728 | -0.0817 | -0.6356 | -0.7590 | 2.6404 | 0.6851 | A11 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.2477932 |
| 770 | -1.4249 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1271291 |
| 771 | 0.4524 | 2.2969 | 0.0266 | -0.0501 | 0.4307 | 0.6851 | A324 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2232645 |
| 772 | 2.2034 | 2.2969 | 2.2860 | 2.7854 | 0.4307 | 0.6851 | A431 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.7332650 |
| 773 | -0.1260 | -0.8905 | 0.4941 | -0.0501 | 0.4307 | 0.6851 | A213 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3069892 |
| 774 | 0.3225 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.6851 | A264 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.1664881 |
| 775 | -1.0266 | -0.8905 | 0.0461 | -0.0501 | 0.4307 | 0.6851 | A176 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2668133 |
| 776 | -0.8188 | -0.8905 | 0.0461 | -0.0501 | 0.4307 | 0.6851 | A176 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2321800 |
| 777 | 1.2318 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 0.6851 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.1550583 |
| 778 | 0.2186 | 2.2969 | -0.7759 | -0.7590 | -0.6741 | 0.6851 | A19 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.2957776 |
| 779 | -0.5677 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.6851 | A157 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1398023 |
| 780 | 1.1798 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 0.6851 | A359 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.1637250 |
| 781 | 0.5321 | 0.6795 | 0.4941 | 1.3676 | 0.4307 | 0.6851 | A348 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.2801250 |
| 782 | -0.3858 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.0398 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2955474 |
| 783 | -0.5590 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | 0.0398 | A225 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3464030 |
| 784 | -1.0872 | -0.8905 | 0.0500 | -0.7590 | 0.4307 | 0.0398 | A148 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3314632 |
| 785 | -0.2057 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.0398 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2873193 |
| 786 | -0.5677 | 0.6795 | 0.0500 | -0.7590 | 0.4307 | 0.0398 | A194 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3928237 |
| 787 | -1.7713 | -1.2710 | -0.7759 | -0.7590 | -0.6741 | 0.0398 | A37 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3060814 |
| 788 | 0.5823 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.0398 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4093957 |
| 789 | -0.5070 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.0398 | A254 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3012758 |
| 790 | 0.6602 | 2.2969 | 0.4434 | -0.0501 | 0.4307 | 0.0398 | A334 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4349145 |
| 791 | 0.7364 | 0.6795 | 0.4473 | 1.3676 | -0.6741 | 0.0398 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3837124 |
| 792 | 0.6533 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | 0.0398 | A273 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3105683 |
| 793 | 0.5633 | 2.2969 | 0.0500 | -0.0501 | -0.6741 | 0.0398 | A279 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3001426 |
| 794 | -0.0481 | 2.2969 | 0.0500 | -0.7590 | 0.4307 | 0.0398 | A334 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4223676 |
| 795 | 1.7756 | 0.6795 | 2.2860 | 2.7854 | -0.6741 | 0.0398 | A417 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3662599 |
| 796 | -0.0481 | 0.6795 | 0.0500 | -0.0501 | 0.4307 | 0.0398 | A273 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2254425 |
| 797 | -1.6103 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 0.0398 | A139 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3628132 |
| 798 | -1.1582 | -0.8905 | -0.7914 | -0.7590 | 0.4307 | 0.0398 | A86 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3176810 |
| 799 | -1.4527 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.0398 | A81 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2785384 |
| 800 | -0.6300 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.0398 | A171 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2083285 |
| 801 | -0.5677 | 0.6795 | 0.0500 | -0.7590 | -0.6741 | 0.0398 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3437398 |
| 802 | 3.6893 | 2.2969 | 1.2264 | -0.0501 | 2.6404 | 0.0398 | A434 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.9264293 |
| 803 | 0.6447 | -0.8905 | 2.2860 | 1.3676 | -0.6741 | 0.0398 | A313 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.4718242 |
| 804 | -0.5521 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.0398 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3450526 |
| 805 | -0.6924 | -0.0817 | -0.2850 | -0.7590 | 2.6404 | 0.0398 | A235 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3832243 |
| 806 | -0.2923 | 0.6795 | 0.0266 | -0.0501 | 0.4307 | 0.0398 | A254 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2622425 |
| 807 | -0.7253 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.0398 | A254 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3421708 |
| 808 | -1.2448 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.0398 | A65 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1899590 |
| 809 | 0.2186 | 0.6795 | 0.0500 | -0.0501 | -0.6741 | 0.0398 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2205026 |
| 810 | 1.6838 | 2.2969 | 2.2860 | 1.3676 | -0.6741 | 0.0398 | A431 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.8045939 |
| 811 | 1.7150 | 0.6795 | -0.5577 | -0.7590 | 0.4307 | 0.0398 | A302 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.4205684 |
| 812 | -1.4527 | -1.2710 | -0.7836 | -0.7590 | -0.6741 | 0.0398 | A37 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2516981 |
| 813 | 0.3918 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.0398 | A278 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2075242 |
| 814 | 0.2273 | 2.2969 | 0.0266 | -0.0501 | 0.4307 | 0.0398 | A334 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3355245 |
| 815 | -0.6283 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.0398 | A254 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3214925 |
| 816 | 2.2034 | 2.2969 | 2.2860 | 2.7854 | -0.6741 | 0.0398 | A431 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.7071265 |
| 817 | 0.4005 | 2.2969 | 0.4434 | -0.0501 | 0.4307 | 0.0398 | A334 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.3916312 |
| 818 | 1.2595 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.0398 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3953295 |
| 819 | 2.2034 | 2.2969 | 2.2860 | 2.7854 | 0.4307 | 0.0398 | A431 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.6257150 |
| 820 | 1.3339 | -0.8905 | -0.5577 | -0.7590 | 2.6404 | 0.0398 | A311 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.4358225 |
| 821 | -1.4180 | -0.0817 | -0.7914 | -0.7590 | -0.6741 | 0.0398 | A94 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3208857 |
| 822 | -0.3010 | 0.6795 | 0.0500 | -0.7590 | -0.6741 | 0.0398 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3655140 |
| 823 | 1.6924 | 0.6795 | 2.5976 | 1.3676 | 2.6404 | 0.0398 | A409 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.6859729 |
| 824 | -0.5677 | -0.8905 | 0.0500 | -0.0501 | -0.6741 | 0.0398 | A171 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.1979452 |
| 825 | 2.4701 | 2.2969 | 2.2860 | 2.7854 | -0.6741 | 0.0398 | A431 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.7515765 |
| 826 | 0.2169 | -0.8905 | 0.4473 | 1.3676 | -0.6741 | 0.0398 | A278 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2366742 |
| 827 | -0.3460 | -0.0817 | -0.2850 | -0.0501 | 2.6404 | 0.0398 | A235 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3275666 |
| 828 | 1.6214 | 0.6795 | 2.2860 | 2.7854 | -0.6741 | 0.0398 | A417 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3405599 |
| 829 | 0.3849 | -0.8905 | 0.4473 | 1.3676 | 0.4307 | 0.0398 | A315 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.3238578 |
| 830 | -1.3384 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | 0.3490 | A94 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.3035291 |
| 831 | -0.9850 | 0.6795 | -0.7836 | -0.7590 | 0.4307 | 0.3490 | A194 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3704296 |
| 832 | 1.3339 | -0.8905 | -0.5577 | -0.7590 | 2.6404 | 0.3490 | A311 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3842891 |
| 833 | -0.3512 | 0.6795 | 0.4941 | -0.0501 | 0.4307 | 0.3490 | A266 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2984425 |
| 834 | 0.7364 | 0.6795 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4568457 |
| 835 | -0.4378 | 0.6795 | 0.4941 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3523860 |
| 836 | -1.1600 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.3490 | A89 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.2553697 |
| 837 | 2.3315 | 0.6795 | -0.1915 | -0.0501 | 0.4307 | 0.3490 | A302 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.2562049 |
| 838 | -0.5070 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.3490 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2497425 |
| 839 | -0.2057 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2357860 |
| 840 | -0.3789 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2646526 |
| 841 | -1.4180 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.3490 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3780898 |
| 842 | 0.9114 | 0.6795 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4276791 |
| 843 | -0.3806 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | 0.3490 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2331875 |
| 844 | -1.2448 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | 0.3490 | A89 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2435986 |
| 845 | 1.4240 | -0.8905 | 2.2860 | 2.7854 | 0.4307 | 0.3490 | A411 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3380347 |
| 846 | -1.2448 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.3490 | A65 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.1591986 |
| 847 | 0.5633 | -0.8905 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A313 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2520742 |
| 848 | 0.5823 | 0.6795 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A327 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4825291 |
| 849 | 1.6907 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.3490 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.4448739 |
| 850 | -0.4464 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.3490 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2396425 |
| 851 | -1.7644 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | 0.3490 | A54 | C512 | -1.2707584 | -1.0397430 | -0.9098567 | -0.8315183 | -0.5949957 | 0.8589108 | 0.2371458 |
| 852 | 1.0776 | 2.2969 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A388 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.5661433 |
| 853 | 0.9044 | 2.2969 | 2.2860 | -0.0501 | -0.6741 | 0.3490 | A279 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.6781259 |
| 854 | -0.2750 | 0.6795 | 0.0461 | -0.0501 | 0.4307 | 0.3490 | A233 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2110758 |
| 855 | -0.9920 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | 0.3490 | A92 | C471 | -0.5129045 | -0.9728948 | -0.8664462 | -0.7547916 | -0.6741149 | 0.5660586 | 0.1455531 |
| 856 | -1.4249 | -1.2710 | -0.2850 | -0.0501 | -0.6741 | 0.3490 | A115 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3862876 |
| 857 | 0.5667 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | 0.3490 | A277 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.2446016 |
| 858 | 0.6602 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | 0.3490 | A348 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.3063416 |
| 859 | -1.2985 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | 0.3490 | A76 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2593132 |
| 860 | -0.3858 | 2.2969 | -0.7759 | -0.7590 | -0.6741 | 0.3490 | A19 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.4317640 |
| 861 | -0.3789 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2646526 |
| 862 | 1.3443 | 2.2969 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A388 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.5290829 |
| 863 | 0.8144 | -0.8905 | -0.5577 | -0.7590 | 0.4307 | 0.3490 | A207 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3331801 |
| 864 | -0.2819 | 0.6795 | 1.2342 | -0.0501 | -0.6741 | 0.3490 | A289 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.4497526 |
| 865 | 1.4309 | -0.8905 | 2.2860 | 2.7854 | -0.6741 | 0.3490 | A404 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.4182962 |
| 866 | -0.2836 | 2.2969 | -0.7759 | -0.7590 | -0.6741 | 0.3490 | A19 | C301 | 0.3539798 | 2.2969425 | -0.1275540 | -0.2934206 | -0.2808659 | 0.8171839 | 0.4354943 |
| 867 | 1.5262 | 0.6795 | 2.2860 | 1.3676 | 0.4307 | 0.3490 | A402 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.4788823 |
| 868 | -0.7253 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | 0.3490 | A184 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3401844 |
| 869 | 0.2186 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2351860 |
| 870 | -0.3858 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | 0.3490 | A225 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.2690526 |
| 871 | 0.3069 | -0.8905 | 1.1953 | 1.3676 | -0.6741 | 0.3490 | A313 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.2948075 |
| 872 | -1.2985 | -0.0817 | -0.2850 | -0.7590 | 0.4307 | 0.3490 | A149 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3757622 |
| 873 | 2.1947 | 0.6795 | 6.5710 | 1.3676 | 0.4307 | 0.3490 | A438 | B12 | 5.5095223 | 0.6794579 | 3.0650965 | 4.2031619 | 2.6404120 | 0.4969247 | 2.0023277 |
| 874 | -0.8829 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | 0.3490 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.2889065 |
| 875 | -0.4135 | -0.8905 | 0.4473 | -0.0501 | 0.4307 | 0.3490 | A213 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.2794865 |
| 876 | 1.0066 | 0.6795 | 0.4434 | 1.3676 | 2.6404 | -0.2290 | A399 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.4860395 |
| 877 | -0.8274 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1915128 |
| 878 | -0.8898 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1811128 |
| 879 | -0.7322 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.2290 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3361867 |
| 880 | -0.7166 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A113 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3080082 |
| 881 | -1.4249 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A116 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2746523 |
| 882 | 0.4801 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | -0.2290 | A260 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3120089 |
| 883 | 0.0385 | -0.8905 | 2.2860 | -0.0501 | -0.6741 | -0.2290 | A258 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.5389949 |
| 884 | 0.2983 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | -0.2290 | A260 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3182360 |
| 885 | -0.6750 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | -0.2290 | A232 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2822696 |
| 886 | -1.2448 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | -0.2290 | A81 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1990884 |
| 887 | 0.5650 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.2290 | A352 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.4323136 |
| 888 | -1.3332 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | -0.2290 | A148 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3477399 |
| 889 | -0.2057 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | -0.2290 | A232 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3321193 |
| 890 | -0.5521 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | -0.2290 | A232 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3060030 |
| 891 | 0.1389 | -0.8905 | 0.4473 | -0.0501 | 2.6404 | -0.2290 | A249 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.3935002 |
| 892 | -1.0716 | 0.6795 | -0.2850 | -0.0501 | 0.4307 | -0.2290 | A245 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3874998 |
| 893 | -0.0412 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.2290 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2210200 |
| 894 | -1.1253 | -0.8905 | -0.6356 | -1.1134 | 2.6404 | -0.2290 | A13 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.5964454 |
| 895 | -1.6103 | -0.8905 | -0.2850 | -0.7590 | 0.4307 | -0.2290 | A139 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3939233 |
| 896 | -0.9504 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | -0.2290 | A232 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2959476 |
| 897 | -1.7644 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | -0.2290 | A52 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2317590 |
| 898 | -1.4180 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | -0.2290 | A129 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4568818 |
| 899 | 1.1642 | 0.6795 | 1.1953 | 1.3676 | 0.4307 | -0.2290 | A378 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4439916 |
| 900 | -0.5019 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | -0.2290 | A232 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3111196 |
| 901 | 0.1338 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.2290 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.4100646 |
| 902 | -0.1347 | -0.0817 | 0.4473 | -0.0501 | 0.4307 | -0.2290 | A242 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.4194647 |
| 903 | -0.0325 | 0.6795 | 0.4473 | -0.0501 | 0.4307 | -0.2290 | A287 | C297 | 0.2458726 | 0.5046167 | -0.1059150 | -0.1622064 | 0.4307274 | 0.6555503 | 0.3338592 |
| 904 | -1.0872 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1482128 |
| 905 | -0.7322 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | -0.2290 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3601232 |
| 906 | 1.9592 | 2.2969 | 1.2264 | -0.0501 | -0.6741 | -0.2290 | A393 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.7509662 |
| 907 | 1.5348 | -0.8905 | 2.2860 | 2.7854 | 0.4307 | -0.2290 | A416 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.2451414 |
| 908 | 2.9619 | 2.2969 | 1.2264 | -0.0501 | 0.4307 | -0.2290 | A393 | C219 | 1.9755430 | 0.5864499 | 0.2031375 | -0.2014525 | 0.1203785 | 0.5809108 | 0.8319424 |
| 909 | 1.0776 | -0.8905 | 1.1953 | 1.3676 | 2.6404 | -0.2290 | A401 | C228 | 0.8544662 | -0.8230415 | 0.4195786 | 1.3676416 | -0.4672508 | 0.5202082 | 0.8205357 |
| 910 | -0.6543 | -0.0817 | -0.7759 | -0.7590 | 0.4307 | -0.2290 | A164 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.3980366 |
| 911 | -1.9376 | -0.8905 | -0.2850 | -0.7590 | -0.6741 | -0.2290 | A81 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3145551 |
| 912 | -1.2448 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | -0.2290 | A66 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1451590 |
| 913 | -0.8829 | 0.6795 | 0.4941 | -0.7590 | -0.6741 | -0.2290 | A182 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3434682 |
| 914 | 1.0863 | -0.8905 | 2.2860 | 2.7854 | 0.4307 | -0.2290 | A416 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3019804 |
| 915 | -0.2421 | -0.8905 | -0.2850 | -0.7590 | 2.6404 | -0.2290 | A13 | C360 | 0.2356188 | -0.4603485 | -0.3744382 | -0.4107768 | 2.6404120 | 0.5948051 | 0.3615581 |
| 916 | 0.5477 | 0.6795 | 1.2342 | -0.0501 | 2.6404 | -0.2290 | A387 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.3253056 |
| 917 | -1.4249 | -1.2710 | -0.2850 | -0.0501 | -0.6741 | -0.2290 | A124 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.4095972 |
| 918 | -0.2057 | -0.8905 | -0.7836 | -0.0501 | -0.6741 | -0.2290 | A133 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3213452 |
| 919 | 3.6893 | 2.2969 | 1.2264 | -0.0501 | 2.6404 | -0.2290 | A434 | C96 | 2.0782294 | 0.7478725 | 0.1122044 | 0.7127714 | 2.6404120 | 0.5611990 | 0.9712293 |
| 920 | -1.1496 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.2290 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1378128 |
| 921 | -0.4724 | 0.6795 | -0.2850 | -0.7590 | -0.6741 | -0.2290 | A174 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3259140 |
| 922 | -0.5677 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A186 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.4051200 |
| 923 | -0.6906 | -0.8905 | -0.5577 | -0.7590 | -0.6741 | -0.8071 | A74 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1665373 |
| 924 | -0.3079 | -0.0817 | 0.4473 | -0.0501 | 0.4307 | -0.8071 | A242 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3429258 |
| 925 | 0.0385 | -0.8905 | 2.2860 | -0.0501 | -0.6741 | -0.8071 | A258 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.6353449 |
| 926 | 0.0385 | -0.0817 | 2.2860 | -0.0501 | -0.6741 | -0.8071 | A319 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.5137818 |
| 927 | -0.9054 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | -0.8071 | A150 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3486013 |
| 928 | 0.6499 | -0.0817 | 1.1953 | 1.3676 | 0.4307 | -0.8071 | A364 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.2784382 |
| 929 | -0.3702 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3722033 |
| 930 | -1.0786 | -0.8905 | -0.2850 | -0.0501 | -0.6741 | -0.8071 | A124 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2643961 |
| 931 | -1.5046 | -0.8905 | -0.5577 | -0.7590 | -0.6741 | -0.8071 | A41 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1381002 |
| 932 | 0.3139 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | -0.8071 | A372 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.4496261 |
| 933 | -0.7253 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | -0.8071 | A224 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.1874424 |
| 934 | 0.6602 | 0.6795 | 0.4434 | 1.3676 | 0.4307 | -0.8071 | A376 | C147 | 1.3221312 | 0.9897072 | 0.3646278 | 1.3676416 | -0.0080377 | 0.6973599 | 0.4990250 |
| 935 | -1.2448 | -0.0817 | 0.5136 | -0.7590 | 0.4307 | -0.8071 | A206 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.4161137 |
| 936 | 1.6024 | -0.8905 | 2.2860 | 2.7854 | 0.4307 | -0.8071 | A419 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3527581 |
| 937 | -0.2213 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A246 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2585864 |
| 938 | -0.3079 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3618200 |
| 939 | -0.3789 | 0.6795 | 0.0266 | -0.0501 | -0.6741 | -0.8071 | A224 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2451757 |
| 940 | -0.4655 | 0.6795 | 0.0266 | -0.0501 | 0.4307 | -0.8071 | A276 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2469113 |
| 941 | 0.1251 | 0.6795 | 2.2860 | -0.0501 | -0.6741 | -0.8071 | A319 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.6012197 |
| 942 | 1.4327 | 0.6795 | 2.2860 | 2.7854 | 0.4307 | -0.8071 | A421 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.2993663 |
| 943 | -0.7253 | 0.6795 | 0.5136 | -0.0501 | 0.4307 | -0.8071 | A272 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2018053 |
| 944 | 0.1563 | 0.6795 | 1.2342 | -0.0501 | 0.4307 | -0.8071 | A303 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.4448777 |
| 945 | -0.6300 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A186 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.4078736 |
| 946 | -0.7253 | 0.6795 | -0.7836 | -0.0501 | -0.6741 | -0.8071 | A150 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3224757 |
| 947 | -1.5912 | -0.8905 | -0.7914 | -0.7590 | -0.6741 | -0.8071 | A41 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1440541 |
| 948 | 0.6499 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A217 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.4307949 |
| 949 | -0.5677 | -0.8905 | 0.4473 | -0.0501 | 0.4307 | -0.8071 | A227 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.4344258 |
| 950 | -0.1260 | 0.6795 | 0.0266 | -0.0501 | 0.4307 | -0.8071 | A276 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3034946 |
| 951 | -0.0412 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.8071 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3173700 |
| 952 | 0.2983 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.8071 | A358 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3546382 |
| 953 | -1.5046 | -0.8905 | -0.7914 | -0.7590 | 0.4307 | -0.8071 | A86 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2635390 |
| 954 | 0.4957 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.8071 | A361 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3875382 |
| 955 | -0.9920 | 0.6795 | -0.2850 | -0.0501 | -0.6741 | -0.8071 | A224 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2683704 |
| 956 | 0.5477 | 0.6795 | 1.2342 | -0.0501 | 2.6404 | -0.8071 | A387 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.2289556 |
| 957 | 1.5972 | 0.6795 | 2.2860 | 2.7854 | 0.4307 | -0.8071 | A421 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3106607 |
| 958 | -0.8032 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | -0.8071 | A150 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3656346 |
| 959 | 0.1493 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.4173 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3760979 |
| 960 | 0.3849 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.4173 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3709136 |
| 961 | 1.4292 | 0.6795 | 2.2860 | 2.7854 | 0.4307 | -0.4173 | A421 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.2349830 |
| 962 | -1.1652 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.4173 | A66 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1038294 |
| 963 | -0.6543 | -0.8905 | 0.4473 | -0.0501 | 0.4307 | -0.4173 | A227 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4275606 |
| 964 | -0.9504 | 0.6795 | 0.0461 | -0.0501 | -0.6741 | -0.4173 | A224 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2645643 |
| 965 | 0.2013 | 0.6795 | 1.2342 | -0.0501 | 2.6404 | -0.4173 | A387 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.2361890 |
| 966 | 0.5633 | 0.6795 | 1.1953 | 1.3676 | 0.4307 | -0.4173 | A376 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3677182 |
| 967 | -0.2144 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.4173 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.2812700 |
| 968 | -1.1738 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.4173 | A66 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1023961 |
| 969 | -1.0006 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.4173 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1312628 |
| 970 | -0.5590 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | -0.4173 | A246 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2606137 |
| 971 | -0.5192 | 0.6795 | 0.4941 | -0.0501 | -0.6741 | -0.4173 | A246 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2750470 |
| 972 | -0.2750 | 0.6795 | 2.2860 | -0.0501 | 0.4307 | -0.4173 | A339 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.5592589 |
| 973 | -0.6231 | -0.0817 | 0.4941 | -0.0501 | 0.4307 | -0.4173 | A242 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3565030 |
| 974 | -1.0006 | -0.0817 | -0.7759 | -0.7590 | -0.6741 | -0.4173 | A116 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2333228 |
| 975 | 0.3035 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.4173 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3573469 |
| 976 | 0.0541 | 0.6795 | -0.5577 | -0.0501 | -0.6741 | -0.4173 | A229 | C326 | 0.4078813 | 0.4460352 | -0.0758046 | -0.2045827 | -0.6741149 | 0.6597676 | 0.3834511 |
| 977 | 1.1694 | -0.8905 | 2.2860 | 2.7854 | 0.4307 | -0.4173 | A416 | C55 | 1.4810668 | 0.0181922 | 2.3175726 | 2.6287019 | 0.1225346 | -0.2170130 | 0.3195137 |
| 978 | -0.3616 | 0.6795 | -0.5577 | -0.7590 | -0.6741 | -0.4173 | A146 | C434 | -0.4996726 | 0.3958051 | -0.8430922 | -0.8445203 | -0.5645193 | 0.6623233 | 0.3303140 |
| 979 | -0.5365 | -0.0817 | 0.4941 | -0.0501 | 0.4307 | -0.4173 | A242 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3709364 |
| 980 | -0.0862 | 0.6795 | 2.2860 | -0.0501 | -0.6741 | -0.4173 | A319 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.6382785 |
| 981 | -1.3332 | -0.8905 | -0.7836 | -0.7590 | -0.6741 | -0.4173 | A66 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1272090 |
| 982 | 0.3225 | -0.0817 | 1.1953 | 1.3676 | 0.4307 | -0.4173 | A364 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.2257136 |
| 983 | -1.0630 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.4173 | A93 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.1208628 |
| 984 | 0.8334 | 2.2969 | 1.2342 | 1.3676 | 0.4307 | -0.4173 | A403 | C57 | 0.1798241 | 1.6748331 | 2.0467757 | 1.3131124 | 0.3882335 | -1.9684654 | 0.6227230 |
| 985 | -0.4811 | -0.0817 | 0.4473 | -0.0501 | 0.4307 | -0.4173 | A242 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.3723697 |
| 986 | -1.0734 | -0.8905 | 0.0422 | -0.7590 | -0.6741 | -0.4173 | A111 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2301755 |
| 987 | -1.4180 | -0.8905 | 0.0422 | -0.7590 | -0.6741 | -0.4173 | A111 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2511051 |
| 988 | -0.1884 | 0.6795 | 0.0461 | -0.0501 | 2.6404 | -0.4173 | A344 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.2254486 |
| 989 | -1.0872 | -0.8905 | -0.7759 | -0.7590 | -0.6741 | -0.5382 | A66 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.0966794 |
| 990 | -0.5677 | -0.8905 | 0.4473 | -0.0501 | -0.6741 | -0.5382 | A198 | C384 | -0.0359246 | -0.9572228 | 0.0505756 | -0.1222502 | -0.6547317 | 0.5368788 | 0.3603033 |
| 991 | 0.3554 | -0.0817 | 1.1953 | 1.3676 | 0.4307 | -0.5382 | A364 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.2110469 |
| 992 | 0.1338 | -0.0817 | 1.1953 | 1.3676 | 0.4307 | -0.5382 | A364 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.2237312 |
| 993 | 0.0627 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.5382 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3703812 |
| 994 | -0.0394 | -0.8905 | 1.1953 | 1.3676 | 0.4307 | -0.5382 | A351 | C130 | 0.2826529 | -0.0067137 | 1.6381330 | 0.9923522 | 0.2097590 | -0.6177263 | 0.3873979 |
| 995 | -0.4239 | 0.6795 | 0.4473 | -0.0501 | -0.6741 | -0.5382 | A246 | C306 | -0.7716661 | 0.5467115 | 0.2755179 | -0.2228202 | -0.1702066 | -0.7871317 | 0.2629803 |
| 996 | -1.5219 | -0.8905 | 0.0422 | -0.7590 | -0.6741 | -0.5382 | A111 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.2482717 |
| 997 | -0.5677 | -0.8905 | 0.4473 | -0.0501 | 0.4307 | -0.5382 | A227 | C414 | -0.4728276 | -0.8354472 | -0.4305269 | -0.4820923 | 0.4307274 | 0.6016920 | 0.4332773 |
| 998 | -1.0006 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | -0.5382 | A129 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3400395 |
| 999 | -1.0214 | -0.0817 | 0.0578 | -0.7590 | 2.6404 | -0.5382 | A295 | C142 | 0.1328959 | 0.6627507 | 0.4814828 | -0.0248014 | 2.6404120 | -0.9712527 | 0.5816155 |
| 1000 | -1.0630 | 0.6795 | -0.7759 | -0.7590 | -0.6741 | -0.5382 | A129 | C478 | -1.1829114 | -0.7922801 | -0.6999883 | -0.7557764 | -0.5234546 | -0.6945646 | 0.3296395 |
hist(sorted_df$diff, breaks = 30, col = "blue", main = "Mean Absolute Difference", xlab = "Difference")Figure 22: Mean Absolute Difference
We have considered computers dataset for creating a predictive sequence of maps using predictLayerHVT() in this vignette.
Our goal is to achieve data compression upto atleast
80%.
We construct a compressed HVT map (Map A) using the HVT() on the
training dataset by setting n_cells to 440
and quant.error to 0.2 and we were able to
attain a compression of 81%.
Based on the output of the above step, we manually identify the novelty cell(s) from the plotted map A. For this dataset, we identify the 73rd,321,332th,338th,435th cells as the novelty cell.
We pass the identified novelty cell(s) as a parameter to the removeNovelty() along with HVT map A. The function removes that novelty cell(s) from the dataset and stores them separately. It also returns the dataset without novelty(s).
The plotCells() constructs hierarchical voronoi tessellations and highlights the identified novelty cell(s) in red.
The dataset with novelty is then passed to the HVT() to construct
another HVT map (map B). But here, we set the parameters
n_cells = 3,
depth = 1 etc. when constructing the
map.
The dataset without novelties is then passed to the HVT() to
construct another HVT map (map C). But here, we set the parameters
n_cells = 100,
depth = 2 etc. when constructing the
map.
Finally, the set of maps - map A, map B, and map C are passed to the predictLayerHVT() along with the test dataset to predict which map and what cell each test record is assigned to.
The output of predictLayerHVT is a dataset with two columns Layer1.Cell.ID and Layer2.Cell.ID. Layer1.Cell.ID contains cell ids from map A in the form A1,A2,A3…. and Layer2.Cell.ID contains cell ids from map B as B1,B2… depending on the identified novelties and map C as C1,C2,C3…..
Topology Preserving Maps : https://users.ics.aalto.fi/jhollmen/dippa/node9.html
Vector Quantization : https://en.wikipedia.org/wiki/Vector_quantization
Sammon’s Projection : http://en.wikipedia.org/wiki/Sammon_mapping
Voronoi Tessellations : http://en.wikipedia.org/wiki/Centroidal_Voronoi_tessellation